]> AND Private Git Repository - these_gilles.git/commitdiff
Logo AND Algorithmique Numérique Distribuée

Private GIT Repository
07 sep
authorzulu <zulu@zuludell.(none)>
Sat, 7 Sep 2013 05:26:58 +0000 (07:26 +0200)
committerzulu <zulu@zuludell.(none)>
Sat, 7 Sep 2013 05:26:58 +0000 (07:26 +0200)
135 files changed:
DOCS/2012_2phasedenoiser_ff_ipta.pdf [new file with mode: 0644]
DOCS/BM3DDEN_article.pdf [new file with mode: 0644]
DOCS/BranchlessVectorizedMedian_HPMI2009.pdf [new file with mode: 0644]
DOCS/IJ2 2001 Intro_DSC STJournal.pdf [new file with mode: 0644]
DOCS/KSVD_Denoising_IEEE_TIP_Aharon2006.pdf [new file with mode: 0644]
DOCS/Photonics_Spectra_CCDvsCMOS_Litwiller.pdf [new file with mode: 0644]
DOCS/Radiometric_CCD_Camera_Calibration_and_Noise_Estimation.pdf [new file with mode: 0644]
DOCS/bilat_gpu.pdf [new file with mode: 0644]
DOCS/bilateral_filtering_ICCV98.pdf [new file with mode: 0644]
DOCS/cmos-ccd-2001.pdf [new file with mode: 0644]
DOCS/dct-strang.pdf [new file with mode: 0644]
DOCS/dct_Chen.pdf [new file with mode: 0644]
DOCS/farras.pdf [new file with mode: 0644]
DOCS/kodak___noise_sources.pdf [new file with mode: 0644]
DOCS/median_constant_time_ctmf.pdf [new file with mode: 0644]
DOCS/mssim_wang03.pdf [new file with mode: 0644]
DOCS/nlmeans_gpu_belge.pdf [new file with mode: 0644]
DOCS/nlmeans_morel2005.pdf [new file with mode: 0644]
DOCS/radar_handbook_Skolnik_chapter_21.pdf [new file with mode: 0644]
DOCS/wave_farras.pdf [new file with mode: 0644]
DOCS/wave_review.pdf [new file with mode: 0644]
THESE/Chapters/chapter2/chapter2.tex
THESE/biblio.bib [new file with mode: 0755]
THESE/biblio.bib~ [new file with mode: 0755]
THESE/chronos.ods [new file with mode: 0644]
THESE/codes/bm3D/BM3D.zip [new file with mode: 0644]
THESE/codes/bm3D/BM3D/BM3D-SAPCA/BM3DSAPCA2009.p [new file with mode: 0644]
THESE/codes/bm3D/BM3D/BM3D-SAPCA/README-BM3D-SAPCA.txt [new file with mode: 0644]
THESE/codes/bm3D/BM3D/BM3D-SAPCA/demo_BM3DSAPCA.m [new file with mode: 0644]
THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_AnisLPAICI8.p [new file with mode: 0644]
THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_CreateLPAKernels.m [new file with mode: 0644]
THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_LPAKernelMatrixTheta.m [new file with mode: 0644]
THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_WOSFilters.p [new file with mode: 0644]
THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_Window2D.m [new file with mode: 0644]
THESE/codes/bm3D/BM3D/BM3D.m [new file with mode: 0644]
THESE/codes/bm3D/BM3D/BM3DDEB.m [new file with mode: 0644]
THESE/codes/bm3D/BM3D/BM3DSHARP.m [new file with mode: 0644]
THESE/codes/bm3D/BM3D/CBM3D.m [new file with mode: 0644]
THESE/codes/bm3D/BM3D/CVBM3D.m [new file with mode: 0644]
THESE/codes/bm3D/BM3D/ClipComp16b.p [new file with mode: 0644]
THESE/codes/bm3D/BM3D/IDDBM3D/BM3DDEB_init.m [new file with mode: 0644]
THESE/codes/bm3D/BM3D/IDDBM3D/BlockMatch.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/IDDBM3D/BlockMatch.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/IDDBM3D/Demo_IDDBM3D.m [new file with mode: 0644]
THESE/codes/bm3D/BM3D/IDDBM3D/GroupProcessor.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/IDDBM3D/GroupProcessor.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/IDDBM3D/IDDBM3D.p [new file with mode: 0644]
THESE/codes/bm3D/BM3D/LEGAL_NOTICE.txt [new file with mode: 0644]
THESE/codes/bm3D/BM3D/README.txt [new file with mode: 0644]
THESE/codes/bm3D/BM3D/VBM3D.m [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr.mexa64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr.mexglx [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr.mexmaci [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr.mexmaci64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_color.mexa64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_color.mexglx [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_color.mexmaci [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_color.mexmaci64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_color.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_color.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_colored_noise.mexa64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_colored_noise.mexglx [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_colored_noise.mexmaci [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_colored_noise.mexmaci64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_colored_noise.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_colored_noise.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_sharpen_var.mexa64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_sharpen_var.mexglx [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_sharpen_var.mexmaci [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_sharpen_var.mexmaci64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_sharpen_var.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_sharpen_var.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_video.mexa64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_video.mexglx [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_video.mexmaci [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_video.mexmaci64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_video.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_video.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_video_c.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_thr_video_c.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener.mexa64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener.mexglx [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener.mexmaci [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener.mexmaci64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_color.mexa64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_color.mexglx [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_color.mexmaci [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_color.mexmaci64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_color.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_color.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_colored_noise.mexa64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_colored_noise.mexglx [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_colored_noise.mexmaci [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_colored_noise.mexmaci64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_colored_noise.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_colored_noise.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_video.mexa64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_video.mexglx [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_video.mexmaci [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_video.mexmaci64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_video.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_video.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_video_c.mexw32 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/bm3d_wiener_video_c.mexw64 [new file with mode: 0644]
THESE/codes/bm3D/BM3D/ny256_gauss25_bm3D.png [new file with mode: 0644]
THESE/codes/bm3D/ny256_gauss25_bm3D.png [new file with mode: 0644]
THESE/codes/convo/ny256_gauss25_g3.png [new file with mode: 0644]
THESE/codes/nlmeans/NLmeansfilter.m [new file with mode: 0644]
THESE/codes/nlmeans/demo.m [new file with mode: 0644]
THESE/codes/nlmeans/license.txt [new file with mode: 0644]
THESE/codes/nlmeans/ny256_gauss25_nlm_2_2_25.png [new file with mode: 0644]
THESE/codes/nlmeans/ny256_gauss25_nlm_2_5_25.png [new file with mode: 0644]
THESE/codes/nlmeans/ny256_gauss25_nlm_5_2_25.png [new file with mode: 0644]
THESE/codes/nlmeans/ny256_gauss25_nlm_5_5_25.png [new file with mode: 0644]
THESE/codes/nlmeans/testnlm.zip [new file with mode: 0644]
THESE/codes/psnrssim.m [new file with mode: 0644]
THESE/codes/ssim.m [new file with mode: 0644]
THESE/codes/wave/allcode/denoising_dtdwt.m
THESE/codes/wave/allcode/denoising_dtdwt.m~ [new file with mode: 0644]
THESE/codes/wave/ny256_gauss25_dwt.png [new file with mode: 0644]
THESE/codes/wave/ny256_gauss25_dwt20.png [new file with mode: 0644]
THESE/codes/wave/ny256_gauss25_dwt50.png [new file with mode: 0644]
THESE/codes/wave/ny256_gauss25_dwt70.png [new file with mode: 0644]
THESE/these.aux
THESE/these.bbl [new file with mode: 0644]
THESE/these.blg [new file with mode: 0644]
THESE/these.lof
THESE/these.log
THESE/these.pdf
THESE/these.tex
THESE/these.toc

diff --git a/DOCS/2012_2phasedenoiser_ff_ipta.pdf b/DOCS/2012_2phasedenoiser_ff_ipta.pdf
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index 0000000..aa393cb
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diff --git a/DOCS/BM3DDEN_article.pdf b/DOCS/BM3DDEN_article.pdf
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index 0000000..962b537
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diff --git a/DOCS/BranchlessVectorizedMedian_HPMI2009.pdf b/DOCS/BranchlessVectorizedMedian_HPMI2009.pdf
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index 0000000..e1b0cf2
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diff --git a/DOCS/IJ2 2001 Intro_DSC STJournal.pdf b/DOCS/IJ2 2001 Intro_DSC STJournal.pdf
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+ET\r
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+3 0 obj\r
+<<\r
+/ProcSet [/PDF /Text /ImageB ]\r
+/Font <<\r
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4\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\f\f\f\10\1c $((,,004488<<@@@DDDHHHHHD@<,\1c\18\18\14\10\f\f\f\f\f\f\10\14 ,,004448888<<<@@DDHHLLLPPPPPTTTTTTTTPPPPPLLLLLLHHHHHHDDDD@@@@@<<<<<8888888888888<<<<<<<<8840( \1c\1c\18\18\18\18\18\18\18\18\18\18\18\18\18\18\18\18\18\18\18\18\18\1c\1c\1c\1c\1c\1c\1c\1c\1c\1c    $$(,,,0004444444444444@eP888884440D\9d¡\99\8da444a@00,,,((($$$$$                              $\1c4¥²\81H@<888<<@@DDHHHHHHHHHHHHHHHHDDDD@@@<@@<8884440000,,,,,,(((((($$$$$$$$$$4<((,,004488<<@DDDLPHTiuuyyyyuuuqqmmaLH@<<<<@DLPHHPLHHHHHHHDHHDD@<<<8<<84, \18\14\10\10\f\b\b\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 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4\ 4\ 4\0\0\0\0\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\b\b\b\b\b\b\b\b\ 4\ 4\ 4\ 4\b\ 4\ 4\ 4\b\b\b\b\b\b\b\b\b\b\b\f\f\f\b\b\b\b\b\b\b\b\b\f\f\10\18\1c $$(,,0044888<<@@@DDDDDDD@@,\1c\1c\18\14\10\10\f\f\f\f\10\14\14 (,044888<<@@@DDHHHHLLLLPPPPPPPPPPPPPPPLLLLHHHHHDDDDD@@@@<<<<<8888888888888888<<<<<<<<<884,$ \1c\1c\18\18\18\18\18\18\18\18\18\18\18\1c\1c\1c\1c\1c\1c\1c\1c\1c\1c\1c\1c        $$$$$((,004448888888<<<<<@YiP@DD@@@@@<y¡\9d\95}H<<4i}884444000,,,((((((($$$$$$$$$$$$$$$$$$($((($(}©\8dD48488<<@@@DDHLLLLLLLLLLLHHHHDDDD@@@@@@<DD88844440000,,,,,(((((($$$$$$$$$(]D(,,,00448<<@@DHLPPPTTPYuuuyyuuqmaa]TPH844<@DDHPTPPTTPPPPPPPPLLHLPPLHHH<,\1c\18\14\10\10\f\b\b\ 4\ 4\ 4\ 4\0\0\0\ 4\ 4\ 4\ 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4\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\f\f\f\10\14\18\1c $$(,,0044488<<<@@@DDD@@@<0   \14@Y\1c\f\10\10\10\14\14\1c,0488<<<@@DDDHHHLLLLLPPPPPPPPPPLLLLLLLHHHHDDDD@@@@@<<<<<8888888888888888<<<<<<<<<<<88844(  \1c\1c\18\18\18\18\18\18\1c\1c\1c\1c\1c\1c\1c\1c         $$$$$$(((((,,,0448<<<@@@@DDDDHHHPeeTPPPPLLLHL\8d\99\91\85eLPLHH\85m<D@@@<<<88844440000000000000000000000000,T\95\95i@888<<<@@@DDHLLLPPPPPPPPLLLLHHHHDDDD@@@@@@<TD8884444000,,,,,((((((($$$$($(((]@(00004488<<@DHLLLPPPPTTYeyuyuyqYDDTYTPLH4448<DPTYaa]YYYYYTTPTTTTTTPL0( \1c\18\18\14\10\10\f\b\b\ 4\ 4\ 4\0\0\0\0\ 4\ 4\ 4\ 4\b\f\18 (0,4@HPPPTYY]aemquuyyy}}}y}y844444mqu}\85\89\89\89\8d\89\89\85\85\81\81\81}}yyuuqqmieeaaaa]]]]]aaaeeiimmqquuuy}}\81\81\85\85\89\89\8d\91\91\95\95\95\99\99\9d\9d¡¡¡¥¥©©©®®²²¶¶ºº¾ÂÂÆÊÊÎÒÖÚÚÞÞâââââââââââÞÞÞÞÞÞÞÞÞÞâââââÞÞÞÞÚÚÖÖÒÊÊƾºº¶²®®®©©¥¥¥¡¡¡\9d\9d\9d\99yYTTTTTPLLD@<8888444400,(($$   \1c\1c\1c\18\18\14\14\14\10\10\10\f\f\f\f\f\b\b\b\b\b\b\b\b\b\b\f\f\f\f\f\b\b\ 4\ 4\ 4\0\0\0\0\0\0\0\0\0\0\0\0\0\0\0\0\0\0\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\ 4\b\b\b\b\b\b\b\b\b\b\b\b\b\f\f\f\10\14\18\1c  $((,,0044888<<@@@@DD@@@<4$$\1c\18,PaY\f\10\10\14\14\1c0448<<<@@DDDHHHLLLLLLPPPPPPPLLLLLLLLHHHHHDDDD@@@@<<<<<8888844444888888<<<<<<<<<<<<<88440$ \1c\1c\1c\1c\18\18\18\1c\1c\1c\1c\1c\1c\1c\1c        $$$$$$(((((,,,,00488<@@@DDDDHHHLLLPai]TTTTPPPPL\85\99\91\85mYTTPHa\89PDHDD@@@@<<<88844444444444444444444448840q\99\8dL<<<<<@@@@DDHHLLPPPPPPPPPPPLLLLHHHDDD@@@@@@<HY@8884444000,,,,,(((((((((($((((0a,,000448<<<@DHHLLLLPPPPTYauyyyueP84DPTPPH00444<LT]aee]]]YYYTTTTTTD((   \1c\18\18\14\14\10\f\f\b\b\ 4\ 4\ 4\0\0\0\0\ 4\ 4\ 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5\b\b\b(æ 'æ      'æ      'ë      %ë      %ë      %ë      %ï\v\v\v\v\v\v(ö    (ö      (ö      (÷\b\b\b\b(ù  *ù      *ù      *ü      /ü      /ü      /ý\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\b\b\b\b\b\b\v\v\v\b\b\b\b\ 6\ 6\ 6\b\b\b\b\b\b\b\b\bL·O£·O£·O£·O£\87\87\87hÏxdÍxdÍxdÍrjÓrjÓrjÓrjÓrjÓrjÓrjÓpmÕpmÕpmÕkjÐkjÐkjÐkjÐkjÐkjÐnkÓnkÓnkÓ×\ 6\ 6\ 6\ 6\ 5\ 5\ 5\b\b\b(æ        'æ      'æ      'ë      %ë      %ë      %ë      %ï\v\v\v\v\v\v(ö    (ö      (ö      (÷\b\b\b\b(ù  *ù      *ù      *ü      /ü      /ü      /ý\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\b\b\b\b\b\b\v\v\v\b\b\b\b\ 6\ 6\ 6\b\b\b\b\b\b\b\b\bL·O£·O£·O£·O£\87\87\87hÏxdÍxdÍxdÍrjÓrjÓrjÓrjÓrjÓrjÓrjÓpmÕpmÕpmÕkjÐkjÐkjÐkjÐkjÐkjÐnkÓnkÓnkÓ×\ 6\ 6\ 6\ 6\ 5\ 5\ 5\b\b\b(æ        'æ      'æ      'ë      %ë      %ë      %ë      %ï\v\v\v\v\v\v(ö    (ö      (ö      (÷\b\b\b\b(ù  *ù      *ù      *ü      /ü      /ü      /ý\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\b\b\b\b\b\b\v\v\v\b\b\b\b\ 6\ 6\ 6\b\b\b\b\b\b\b\b\bL·O£·O£·O£·O£\87\87\87hÏxdÍxdÍxdÍrjÓrjÓrjÓrjÓrjÓrjÓrjÓpmÕpmÕpmÕkjÐkjÐkjÐkjÐkjÐkjÐnkÓnkÓnkÓÄ\ 5\ 5\ 5\ 5\ 3\ 3\ 3\b\b\b\ 6\ 6\ 6(á       (á      (á      (á      (æ      'æ      'æ      'é\b\b\b\b\b\b\v\v\v\v(ö        (ö      (ö      (÷\b\b\b,ü     /ü      /ü      /ú\b\b\b\ 6\ 6\ 6\ 6\ 6\ 6\ 6\b\b\b-ù       -ù      -ù      -ï\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\b\b\b\ 3\ 3\ 3@´A\94´A\94´A\94´A\94\94\94\94jÍ~gÍ~gÍ~gÍskÕskÕskÕrjÓrjÓrjÓrjÓnkÓnkÓnkÓpmÕpmÕpmÕrjÓrjÓrjÓpmÕpmÕpmÕÄ\ 5\ 5\ 5\ 5\ 3\ 3\ 3\b\b\b\ 6\ 6\ 6(á        (á      (á      (á      (æ      'æ      'æ      'é\b\b\b\b\b\b\v\v\v\v(ö        (ö      (ö      (÷\b\b\b,ü     /ü      /ü      /ú\b\b\b\ 6\ 6\ 6\ 6\ 6\ 6\ 6\b\b\b-ù       -ù      -ù      -ï\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\ 6\b\b\b\ 3\ 3\ 3@´A\94´A\94´A\94´A\94\94\94\94jÍ~gÍ~gÍ~gÍskÕskÕskÕrjÓrjÓrjÓrjÓnkÓnkÓnkÓpmÕpmÕpmÕrjÓrjÓrjÓpmÕpmÕpmÕÄ\ 5\ 5\ 5\ 5\ 3\ 3\ 3\b\b\b\ 6\ 6\ 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+Pª
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+h\ 2\fh\ 2\az\b\11}\b\11\84\r\16\83\f\14\86\f\16\88\ e\19\89\ f\e\81
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+
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+o
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+\11a
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+\10f\ f\16b\ 6\10^\ 4\f]\ 6\ fZ
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+=\0\ 1@\0\ 3@\0\ 1R\ 2\10]\ 5\15d\b\18f
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+\16e\ 6\ f_\ 1\aa\ 1\ 5m\ 6\fy\b\13\81\b\16\82
+\14\88\ e\17\86\ e\13\84\ e\10\81\r\ e}
+\ eq\ 3\aq\a
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+k      \fo
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+ 0.00 g 0.00 G BT/F1 6.97 Tf 487.41 36.85 TD[(3)]TJ/F2 8.96 Tf -510.44 -29 TD[(B.)-499(Cac)14(he)-349(F)54(riendliness)]TJ/F1 8.96 Tf 8.96 -13.73 TD[(The)-536(constant-time)-536(median)-536(\002ltering)-537(algorithm)-536(needs)-536(to)-536(k)9(eep)-536(in)]TJ -8.96 -11 TD[(memory)-379(one)-379(histogram)-380(for)-380(each)-379(column.)-380(F)14(or)-378(the)-380(whole)-380(image,)-379(this)]TJ 0 -11 TD[(may)-492(easily)-493(amount)-492(to)-493(hundreds)-493(of)-493(kilobytes,)-493(often)-492(e)14(xceeding)-492(the)]TJ 0 -11.01 TD[(cache)-438(size)-438(of)-439(today')54(s)-438(processors.)-439(This)-438(leads)-439(to)-439(inef)24(\002cient)-437(repeated)]TJ 0 -11 TD[(access)-337(to)-339(the)-338(main)-338(memory)-339(and)-338(ne)14(g)5(ates)-337(the)-338(usefulness)-339(of)-338(the)-338(cache.)]TJ 0 -11 TD[(One)-289(w)9(ay)-290(to)-290(circumv)14(ent)-290(this)-290(limitation)-291(is)-290(to)-291(split)-290(the)-291(image)-290(in)-290(v)14(ertical)]TJ 0 -11.01 TD[(stripes)-348(that)-349(are)-348(processed)-349(independently)64(.)-348(The)-348(width)-349(of)-349(each)-349(stripe)-348(is)]TJ 0 -11 TD[(chosen)-415(to)-417(be)-416(such)-416(that)-416(the)-417(histograms)-416(\002ll)-416(up)-416(the)-417(cache)-416(b)19(ut)-415(do)-416(not)]TJ 0 -11 TD[(e)15(xceed)-385(its)-386(capacity)64(.)-385(One)-385(disadv)24(antage)-385(of)-386(this)-386(modi\002cation)-386(is)-386(that)-385(it)]TJ 0 -11.01 TD[(ampli\002es)-491(the)-492(border)-492(ef)24(fects.)-491(In)-492(practice,)-492(it)-492(usually)-492(causes)-492(a)-492(huge)]TJ 0 -11 TD[(decrease)-527(in)-529(processing)-528(time.)-528(Note)-529(that)-528(simultaneously)-528(processing)]TJ 0 -11 TD[(stripes)-553(on)-554(dif)24(ferent)-553(processors)-555(is)-554(an)-554(easy)-554(w)9(ay)-553(to)-554(parallelize)-554(the)]TJ 0 -11.01 TD[(proposed)-349(algorithm.)]TJ/F2 8.96 Tf 0 -23.56 TD[(C.)-499(Multile)14(vel)-349(Histo)9(gr)15(ams)]TJ/F1 8.96 Tf 8.96 -13.73 TD[(Multile)25(v)15(el)-493(histograms)-493(ha)19(v)15(e)-492(been)-493(analyzed)-493(in)-493([7])-493(and)-493(sho)24(wn)-492(to)]TJ -8.96 -11 TD[(be)-408(a)-410(v)14(ery)-408(ef)24(fecti)25(v)15(e)-408(optimization.)-410(The)-409(idea)-409(is)-409(to)-410(maintain)-409(a)-409(parallel)]TJ 0 -11.01 TD[(set)-338(of)-340(smaller)-339(histograms)-339(accumulating)-339(only)-339(the)-340(higher)-339(order)-339(bits)-339(of)]TJ 0 -11 TD[(pix)15(els.)-360(F)14(or)-360(e)14(xample,)-361(it)-361(is)-361(common)-361(to)-361(use)-362(tw)9(o)-360(tier)-361(histograms)-361(for)-361(8-)]TJ 0 -11 TD[(bit)-397(images,)-399(where)-398(the)-398(higher)-398(tier)-399(is)-398(4-bit)-398(wide)-399(while)-398(the)-398(lo)24(wer)-397(tier)]TJ 0 -11.01 TD[(contains)-331(the)-332(full)-332(8-bit)-332(data.)-333(It)-332(is)-332(customary)-332(to)-332(name)-332(them)-332(the)]TJ/F2 8.96 Tf 227.18 0 TD[(coar)10(se)]TJ/F1 8.96 Tf -227.18 -11 TD[(and)]TJ/F2 8.96 Tf 16.06 0 TD[(\002ne)]TJ/F1 8.96 Tf 16.06 0 TD[(le)25(v)15(els,)-347(respecti)24(v)15(ely)65(.)-347(The)-348(coarse)-348(le)24(v)15(el)-347(w)9(ould)-346(contain)-348(16)-348(bins)]TJ -32.12 -11 TD[(\()]TJ/F8 8.96 Tf 2.98 0 TD[(2)]TJ/F9 5.98 Tf 4.61 3.8 TD[(4)]TJ/F1 8.96 Tf 4.15 -3.8 TD[(\))-301(and)-301(each)-302(one)-301(w)9(ould)-301(be)-301(the)-302(sum)-301(of)-302(its)-301(corresponding)-302(16-element)]TJ -11.74 -11.01 TD[(se)15(gment)-349(of)-350(the)-350(\002ne)-350(le)24(v)15(el.)]TJ 8.96 -10.9 TD[(There)-345(are)-345(tw)9(o)-344(adv)24(antages)-344(to)-345(multile)24(v)15(el)-344(histograms,)-346(the)-345(\002rst)-345(being)]TJ -8.96 -11.01 TD[(the)-265(acceleration)-266(of)-266(the)-266(computation)-266(of)-266(the)-266(median.)-266(Instead)-266(of)-266(e)14(xamin-)]TJ 0 -11 TD[(ing)-264(the)-265(entire)-264(256)-265(bins,)-265(we)-265(can)-264(no)24(w)-264(mak)9(e)-264(16-element)-265(hops)-264(by)-265(\002nding)]TJ 0 -11 TD[(the)-334(median)-334(at)-335(the)-334(coarse)-335(le)24(v)15(el.)-333(This)-335(gi)24(v)15(es)-334(us)-334(the)-335(se)14(gment)-333(of)-335(the)-334(\002ne)]TJ 0 -11.01 TD[(histogram)-467(that)-468(contains)-468(the)-468(median.)-468(Instead)-468(of)-468(an)-467(a)19(v)15(erage)-467(of)-468(128)]TJ 0 -11 TD[(additions)-402(and)-403(comparisons,)-403(we)-402(no)24(w)-402(only)-403(need)-403(16)-403(\(8)-403(at)-402(each)-403(le)24(v)15(el\))]TJ 0 -11 TD[(to)-307(reach)-309(the)-308(median.)-309(The)-308(second)-308(adv)24(antage)-308(is)-308(related)-309(to)-308(addition)-308(and)]TJ 0 -11.01 TD[(subtraction)-304(of)-304(histograms.)-305(One)-305(can)-305(skip)-304(a)-305(16-element)-305(se)14(gment)-304(of)-304(the)]TJ 0 -11 TD[(\002ne)-345(histogram)-345(when)-346(its)-345(corresponding)-346(coarse)-345(v)24(alue)-345(is)-345(zero.)-346(When)]TJ/F7 8.96 Tf 246.57 0 TD[(r)]TJ/F1 8.96 Tf -246.57 -11 TD[(is)-313(small,)-315(column)-314(histograms)-314(are)-314(sparsely)-314(populated)-315(and)-314(so)-314(the)-314(added)]TJ 0 -11.01 TD[(branching)-349(may)-350(be)-350(w)9(orthwhile.)]TJ/F2 8.96 Tf 0 -23.56 TD[(D.)-499(Conditional)-350(Updatin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+%!PS-AdobeFont-1.0: NimbusRomNo9L-ReguItal 1.05
+%%CreationDate: Wed Dec 22 1999
+% Copyright (URW)++,Copyright 1999 by (URW)++ Design & Development
+% (URW)++,Copyright 1999 by (URW)++ Design & Development
+% See the file COPYING (GNU General Public License) for license conditions.
+% As a special exception, permission is granted to include this font
+% program in a Postscript or PDF file that consists of a document that
+% contains text to be displayed or printed using this font, regardless
+% of the conditions or license applying to the document itself.
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+/FontInfo 10 dict dup begin
+/version (1.05) readonly def
+/Notice ((URW)++,Copyright 1999 by (URW)++ Design & Development. See the file COPYING (GNU General Public License) for license conditions. As a special exception, permission is granted to include this font program in a Postscript or PDF file that consists of a document that contains text to be displayed or printed using this font, regardless of the conditions or license applying to the document itself.) readonly def
+/Copyright (Copyright (URW)++,Copyright 1999 by (URW)++ Design & Development) readonly def
+/FullName (Nimbus Roman No9 L Regular Italic) readonly def
+/FamilyName (Nimbus Roman No9 L) readonly def
+/Weight (Regular) readonly def
+/ItalicAngle -15.5 def
+/isFixedPitch false def
+/UnderlinePosition -100 def
+/UnderlineThickness 50 def
+end readonly def
+/FontName /NimbusRomNo9L-ReguItal def
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+/FontBBox {-169 -270 1010 924} readonly def
+/FontType 1 def
+/FontMatrix [0.001 0.0 0.0 0.001 0.0 0.0] readonly def
+/Encoding StandardEncoding def
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+%!PS-AdobeFont-1.0: NimbusRomNo9L-MediItal 1.05
+%%CreationDate: Wed Dec 22 1999
+% Copyright (URW)++,Copyright 1999 by (URW)++ Design & Development
+% (URW)++,Copyright 1999 by (URW)++ Design & Development
+% See the file COPYING (GNU General Public License) for license conditions.
+% As a special exception, permission is granted to include this font
+% program in a Postscript or PDF file that consists of a document that
+% contains text to be displayed or printed using this font, regardless
+% of the conditions or license applying to the document itself.
+12 dict begin
+/FontInfo 10 dict dup begin
+/version (1.05) readonly def
+/Notice ((URW)++,Copyright 1999 by (URW)++ Design & Development. See the file COPYING (GNU General Public License) for license conditions. As a special exception, permission is granted to include this font program in a Postscript or PDF file that consists of a document that contains text to be displayed or printed using this font, regardless of the conditions or license applying to the document itself.) readonly def
+/Copyright (Copyright (URW)++,Copyright 1999 by (URW)++ Design & Development) readonly def
+/FullName (Nimbus Roman No9 L Medium Italic) readonly def
+/FamilyName (Nimbus Roman No9 L) readonly def
+/Weight (Bold) readonly def
+/ItalicAngle -15.3 def
+/isFixedPitch false def
+/UnderlinePosition -100 def
+/UnderlineThickness 50 def
+end readonly def
+/FontName /NimbusRomNo9L-MediItal def
+/PaintType 0 def
+/WMode 0 def
+/FontBBox {-200 -324 996 964} readonly def
+/FontType 1 def
+/FontMatrix [0.001 0.0 0.0 0.001 0.0 0.0] readonly def
+/Encoding StandardEncoding def
+/UniqueID 5020939 def
+currentdict end
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+%!PS-AdobeFont-1.0: NimbusRomNo9L-Medi 1.05
+%%CreationDate: Wed Dec 22 1999
+% Copyright (URW)++,Copyright 1999 by (URW)++ Design & Development
+% (URW)++,Copyright 1999 by (URW)++ Design & Development
+% See the file COPYING (GNU General Public License) for license conditions.
+% As a special exception, permission is granted to include this font
+% program in a Postscript or PDF file that consists of a document that
+% contains text to be displayed or printed using this font, regardless
+% of the conditions or license applying to the document itself.
+12 dict begin
+/FontInfo 10 dict dup begin
+/version (1.05) readonly def
+/Notice ((URW)++,Copyright 1999 by (URW)++ Design & Development. See the file COPYING (GNU General Public License) for license conditions. As a special exception, permission is granted to include this font program in a Postscript or PDF file that consists of a document that contains text to be displayed or printed using this font, regardless of the conditions or license applying to the document itself.) readonly def
+/Copyright (Copyright (URW)++,Copyright 1999 by (URW)++ Design & Development) readonly def
+/FullName (Nimbus Roman No9 L Medium) readonly def
+/FamilyName (Nimbus Roman No9 L) readonly def
+/Weight (Bold) readonly def
+/ItalicAngle 0.0 def
+/isFixedPitch false def
+/UnderlinePosition -100 def
+/UnderlineThickness 50 def
+end readonly def
+/FontName /NimbusRomNo9L-Medi def
+/PaintType 0 def
+/WMode 0 def
+/FontBBox {-168 -341 1000 960} readonly def
+/FontType 1 def
+/FontMatrix [0.001 0.0 0.0 0.001 0.0 0.0] readonly def
+/Encoding StandardEncoding def
+/UniqueID 5020933 def
+currentdict end
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+endobj
+22 0 obj
+<<
+/Type/FontDescriptor
+/CapHeight 850
+/Ascent 850
+/Descent -200
+/FontBBox[-24 -250 1110 750]
+/FontName/CMMI8
+/ItalicAngle -14.04
+/StemV 78
+/FontFile 21 0 R
+/Flags 68
+>>
+endobj
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+>>
+stream
+%!PS-AdobeFont-1.1: CMMI8 1.100
+%%CreationDate: 1996 Jul 23 07:53:54
+
+% Copyright (C) 1997 American Mathematical Society.  All Rights Reserved.
+
+11 dict begin
+/FontInfo 7 dict dup begin
+/version (1.100) readonly def
+/Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def
+/FullName (CMMI8) readonly def
+/FamilyName (Computer Modern) readonly def
+/Weight (Medium) readonly def
+/ItalicAngle -14.04 def
+/isFixedPitch false def
+end readonly def
+/FontName /CMMI8 def
+/PaintType 0 def
+/FontType 1 def
+/FontMatrix [0.001 0 0 0.001 0 0] readonly def
+/Encoding 256 array
+0 1 255 {1 index exch /.notdef put} for
+dup 161 /Gamma put
+dup 162 /Delta put
+dup 163 /Theta put
+dup 164 /Lambda put
+dup 165 /Xi put
+dup 166 /Pi put
+dup 167 /Sigma put
+dup 168 /Upsilon put
+dup 169 /Phi put
+dup 170 /Psi put
+dup 173 /Omega put
+dup 174 /alpha put
+dup 175 /beta put
+dup 176 /gamma put
+dup 177 /delta put
+dup 178 /epsilon1 put
+dup 179 /zeta put
+dup 180 /eta put
+dup 181 /theta put
+dup 182 /iota put
+dup 183 /kappa put
+dup 184 /lambda put
+dup 185 /mu put
+dup 186 /nu put
+dup 187 /xi put
+dup 188 /pi put
+dup 189 /rho put
+dup 190 /sigma put
+dup 191 /tau put
+dup 192 /upsilon put
+dup 193 /phi put
+dup 194 /chi put
+dup 195 /psi put
+dup 196 /tie put
+dup 0 /Gamma put
+dup 1 /Delta put
+dup 2 /Theta put
+dup 3 /Lambda put
+dup 4 /Xi put
+dup 5 /Pi put
+dup 6 /Sigma put
+dup 7 /Upsilon put
+dup 8 /Phi put
+dup 9 /Psi put
+dup 10 /Omega put
+dup 11 /alpha put
+dup 12 /beta put
+dup 13 /gamma put
+dup 14 /delta put
+dup 15 /epsilon1 put
+dup 16 /zeta put
+dup 17 /eta put
+dup 18 /theta put
+dup 19 /iota put
+dup 20 /kappa put
+dup 21 /lambda put
+dup 22 /mu put
+dup 23 /nu put
+dup 24 /xi put
+dup 25 /pi put
+dup 26 /rho put
+dup 27 /sigma put
+dup 28 /tau put
+dup 29 /upsilon put
+dup 30 /phi put
+dup 31 /chi put
+dup 32 /psi put
+dup 33 /omega put
+dup 34 /epsilon put
+dup 35 /theta1 put
+dup 36 /pi1 put
+dup 37 /rho1 put
+dup 38 /sigma1 put
+dup 39 /phi1 put
+dup 40 /arrowlefttophalf put
+dup 41 /arrowleftbothalf put
+dup 42 /arrowrighttophalf put
+dup 43 /arrowrightbothalf put
+dup 44 /arrowhookleft put
+dup 45 /arrowhookright put
+dup 46 /triangleright put
+dup 47 /triangleleft put
+dup 48 /zerooldstyle put
+dup 49 /oneoldstyle put
+dup 50 /twooldstyle put
+dup 51 /threeoldstyle put
+dup 52 /fouroldstyle put
+dup 53 /fiveoldstyle put
+dup 54 /sixoldstyle put
+dup 55 /sevenoldstyle put
+dup 56 /eightoldstyle put
+dup 57 /nineoldstyle put
+dup 58 /period put
+dup 59 /comma put
+dup 60 /less put
+dup 61 /slash put
+dup 62 /greater put
+dup 63 /star put
+dup 64 /partialdiff put
+dup 65 /A put
+dup 66 /B put
+dup 67 /C put
+dup 68 /D put
+dup 69 /E put
+dup 70 /F put
+dup 71 /G put
+dup 72 /H put
+dup 73 /I put
+dup 74 /J put
+dup 75 /K put
+dup 76 /L put
+dup 77 /M put
+dup 78 /N put
+dup 79 /O put
+dup 80 /P put
+dup 81 /Q put
+dup 82 /R put
+dup 83 /S put
+dup 84 /T put
+dup 85 /U put
+dup 86 /V put
+dup 87 /W put
+dup 88 /X put
+dup 89 /Y put
+dup 90 /Z put
+dup 91 /flat put
+dup 92 /natural put
+dup 93 /sharp put
+dup 94 /slurbelow put
+dup 95 /slurabove put
+dup 96 /lscript put
+dup 97 /a put
+dup 98 /b put
+dup 99 /c put
+dup 100 /d put
+dup 101 /e put
+dup 102 /f put
+dup 103 /g put
+dup 104 /h put
+dup 105 /i put
+dup 106 /j put
+dup 107 /k put
+dup 108 /l put
+dup 109 /m put
+dup 110 /n put
+dup 111 /o put
+dup 112 /p put
+dup 113 /q put
+dup 114 /r put
+dup 115 /s put
+dup 116 /t put
+dup 117 /u put
+dup 118 /v put
+dup 119 /w put
+dup 120 /x put
+dup 121 /y put
+dup 122 /z put
+dup 123 /dotlessi put
+dup 124 /dotlessj put
+dup 125 /weierstrass put
+dup 126 /vector put
+dup 127 /tie put
+dup 128 /psi put
+dup 160 /space put
+readonly def
+/FontBBox{-24 -250 1110 750}readonly def
+/UniqueID 5087383 def
+currentdict end
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+%!PS-AdobeFont-1.1: CMR8 1.0
+%%CreationDate: 1991 Aug 20 16:39:40
+
+% Copyright (C) 1997 American Mathematical Society.  All Rights Reserved.
+
+11 dict begin
+/FontInfo 7 dict dup begin
+/version (1.0) readonly def
+/Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def
+/FullName (CMR8) readonly def
+/FamilyName (Computer Modern) readonly def
+/Weight (Medium) readonly def
+/ItalicAngle 0 def
+/isFixedPitch false def
+end readonly def
+/FontName /CMR8 def
+/PaintType 0 def
+/FontType 1 def
+/FontMatrix [0.001 0 0 0.001 0 0] readonly def
+/Encoding 256 array
+0 1 255 {1 index exch /.notdef put} for
+dup 161 /Gamma put
+dup 162 /Delta put
+dup 163 /Theta put
+dup 164 /Lambda put
+dup 165 /Xi put
+dup 166 /Pi put
+dup 167 /Sigma put
+dup 168 /Upsilon put
+dup 169 /Phi put
+dup 170 /Psi put
+dup 173 /Omega put
+dup 174 /ff put
+dup 175 /fi put
+dup 176 /fl put
+dup 177 /ffi put
+dup 178 /ffl put
+dup 179 /dotlessi put
+dup 180 /dotlessj put
+dup 181 /grave put
+dup 182 /acute put
+dup 183 /caron put
+dup 184 /breve put
+dup 185 /macron put
+dup 186 /ring put
+dup 187 /cedilla put
+dup 188 /germandbls put
+dup 189 /ae put
+dup 190 /oe put
+dup 191 /oslash put
+dup 192 /AE put
+dup 193 /OE put
+dup 194 /Oslash put
+dup 195 /suppress put
+dup 196 /dieresis put
+dup 0 /Gamma put
+dup 1 /Delta put
+dup 2 /Theta put
+dup 3 /Lambda put
+dup 4 /Xi put
+dup 5 /Pi put
+dup 6 /Sigma put
+dup 7 /Upsilon put
+dup 8 /Phi put
+dup 9 /Psi put
+dup 10 /Omega put
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+dup 14 /ffi put
+dup 15 /ffl put
+dup 16 /dotlessi put
+dup 17 /dotlessj put
+dup 18 /grave put
+dup 19 /acute put
+dup 20 /caron put
+dup 21 /breve put
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+dup 24 /cedilla put
+dup 25 /germandbls put
+dup 26 /ae put
+dup 27 /oe put
+dup 28 /oslash put
+dup 29 /AE put
+dup 30 /OE put
+dup 31 /Oslash put
+dup 32 /suppress put
+dup 33 /exclam put
+dup 34 /quotedblright put
+dup 35 /numbersign put
+dup 36 /dollar put
+dup 37 /percent put
+dup 38 /ampersand put
+dup 39 /quoteright put
+dup 40 /parenleft put
+dup 41 /parenright put
+dup 42 /asterisk put
+dup 43 /plus put
+dup 44 /comma put
+dup 45 /hyphen put
+dup 46 /period put
+dup 47 /slash put
+dup 48 /zero put
+dup 49 /one put
+dup 50 /two put
+dup 51 /three put
+dup 52 /four put
+dup 53 /five put
+dup 54 /six put
+dup 55 /seven put
+dup 56 /eight put
+dup 57 /nine put
+dup 58 /colon put
+dup 59 /semicolon put
+dup 60 /exclamdown put
+dup 61 /equal put
+dup 62 /questiondown put
+dup 63 /question put
+dup 64 /at put
+dup 65 /A put
+dup 66 /B put
+dup 67 /C put
+dup 68 /D put
+dup 69 /E put
+dup 70 /F put
+dup 71 /G put
+dup 72 /H put
+dup 73 /I put
+dup 74 /J put
+dup 75 /K put
+dup 76 /L put
+dup 77 /M put
+dup 78 /N put
+dup 79 /O put
+dup 80 /P put
+dup 81 /Q put
+dup 82 /R put
+dup 83 /S put
+dup 84 /T put
+dup 85 /U put
+dup 86 /V put
+dup 87 /W put
+dup 88 /X put
+dup 89 /Y put
+dup 90 /Z put
+dup 91 /bracketleft put
+dup 92 /quotedblleft put
+dup 93 /bracketright put
+dup 94 /circumflex put
+dup 95 /dotaccent put
+dup 96 /quoteleft put
+dup 97 /a put
+dup 98 /b put
+dup 99 /c put
+dup 100 /d put
+dup 101 /e put
+dup 102 /f put
+dup 103 /g put
+dup 104 /h put
+dup 105 /i put
+dup 106 /j put
+dup 107 /k put
+dup 108 /l put
+dup 109 /m put
+dup 110 /n put
+dup 111 /o put
+dup 112 /p put
+dup 113 /q put
+dup 114 /r put
+dup 115 /s put
+dup 116 /t put
+dup 117 /u put
+dup 118 /v put
+dup 119 /w put
+dup 120 /x put
+dup 121 /y put
+dup 122 /z put
+dup 123 /endash put
+dup 124 /emdash put
+dup 125 /hungarumlaut put
+dup 126 /tilde put
+dup 127 /dieresis put
+dup 128 /suppress put
+dup 160 /space put
+readonly def
+/FontBBox{-36 -250 1070 750}readonly def
+/UniqueID 5000791 def
+currentdict end
+currentfile eexec
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+/Type/FontDescriptor
+/CapHeight 850
+/Ascent 850
+/Descent -200
+/FontBBox[-29 -250 1075 750]
+/FontName/CMMI9
+/ItalicAngle -14.04
+/StemV 74
+/FontFile 28 0 R
+/Flags 68
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+%!PS-AdobeFont-1.1: CMMI9 1.100
+%%CreationDate: 1996 Jul 23 07:53:55
+
+% Copyright (C) 1997 American Mathematical Society.  All Rights Reserved.
+
+11 dict begin
+/FontInfo 7 dict dup begin
+/version (1.100) readonly def
+/Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def
+/FullName (CMMI9) readonly def
+/FamilyName (Computer Modern) readonly def
+/Weight (Medium) readonly def
+/ItalicAngle -14.04 def
+/isFixedPitch false def
+end readonly def
+/FontName /CMMI9 def
+/PaintType 0 def
+/FontType 1 def
+/FontMatrix [0.001 0 0 0.001 0 0] readonly def
+/Encoding 256 array
+0 1 255 {1 index exch /.notdef put} for
+dup 161 /Gamma put
+dup 162 /Delta put
+dup 163 /Theta put
+dup 164 /Lambda put
+dup 165 /Xi put
+dup 166 /Pi put
+dup 167 /Sigma put
+dup 168 /Upsilon put
+dup 169 /Phi put
+dup 170 /Psi put
+dup 173 /Omega put
+dup 174 /alpha put
+dup 175 /beta put
+dup 176 /gamma put
+dup 177 /delta put
+dup 178 /epsilon1 put
+dup 179 /zeta put
+dup 180 /eta put
+dup 181 /theta put
+dup 182 /iota put
+dup 183 /kappa put
+dup 184 /lambda put
+dup 185 /mu put
+dup 186 /nu put
+dup 187 /xi put
+dup 188 /pi put
+dup 189 /rho put
+dup 190 /sigma put
+dup 191 /tau put
+dup 192 /upsilon put
+dup 193 /phi put
+dup 194 /chi put
+dup 195 /psi put
+dup 196 /tie put
+dup 0 /Gamma put
+dup 1 /Delta put
+dup 2 /Theta put
+dup 3 /Lambda put
+dup 4 /Xi put
+dup 5 /Pi put
+dup 6 /Sigma put
+dup 7 /Upsilon put
+dup 8 /Phi put
+dup 9 /Psi put
+dup 10 /Omega put
+dup 11 /alpha put
+dup 12 /beta put
+dup 13 /gamma put
+dup 14 /delta put
+dup 15 /epsilon1 put
+dup 16 /zeta put
+dup 17 /eta put
+dup 18 /theta put
+dup 19 /iota put
+dup 20 /kappa put
+dup 21 /lambda put
+dup 22 /mu put
+dup 23 /nu put
+dup 24 /xi put
+dup 25 /pi put
+dup 26 /rho put
+dup 27 /sigma put
+dup 28 /tau put
+dup 29 /upsilon put
+dup 30 /phi put
+dup 31 /chi put
+dup 32 /psi put
+dup 33 /omega put
+dup 34 /epsilon put
+dup 35 /theta1 put
+dup 36 /pi1 put
+dup 37 /rho1 put
+dup 38 /sigma1 put
+dup 39 /phi1 put
+dup 40 /arrowlefttophalf put
+dup 41 /arrowleftbothalf put
+dup 42 /arrowrighttophalf put
+dup 43 /arrowrightbothalf put
+dup 44 /arrowhookleft put
+dup 45 /arrowhookright put
+dup 46 /triangleright put
+dup 47 /triangleleft put
+dup 48 /zerooldstyle put
+dup 49 /oneoldstyle put
+dup 50 /twooldstyle put
+dup 51 /threeoldstyle put
+dup 52 /fouroldstyle put
+dup 53 /fiveoldstyle put
+dup 54 /sixoldstyle put
+dup 55 /sevenoldstyle put
+dup 56 /eightoldstyle put
+dup 57 /nineoldstyle put
+dup 58 /period put
+dup 59 /comma put
+dup 60 /less put
+dup 61 /slash put
+dup 62 /greater put
+dup 63 /star put
+dup 64 /partialdiff put
+dup 65 /A put
+dup 66 /B put
+dup 67 /C put
+dup 68 /D put
+dup 69 /E put
+dup 70 /F put
+dup 71 /G put
+dup 72 /H put
+dup 73 /I put
+dup 74 /J put
+dup 75 /K put
+dup 76 /L put
+dup 77 /M put
+dup 78 /N put
+dup 79 /O put
+dup 80 /P put
+dup 81 /Q put
+dup 82 /R put
+dup 83 /S put
+dup 84 /T put
+dup 85 /U put
+dup 86 /V put
+dup 87 /W put
+dup 88 /X put
+dup 89 /Y put
+dup 90 /Z put
+dup 91 /flat put
+dup 92 /natural put
+dup 93 /sharp put
+dup 94 /slurbelow put
+dup 95 /slurabove put
+dup 96 /lscript put
+dup 97 /a put
+dup 98 /b put
+dup 99 /c put
+dup 100 /d put
+dup 101 /e put
+dup 102 /f put
+dup 103 /g put
+dup 104 /h put
+dup 105 /i put
+dup 106 /j put
+dup 107 /k put
+dup 108 /l put
+dup 109 /m put
+dup 110 /n put
+dup 111 /o put
+dup 112 /p put
+dup 113 /q put
+dup 114 /r put
+dup 115 /s put
+dup 116 /t put
+dup 117 /u put
+dup 118 /v put
+dup 119 /w put
+dup 120 /x put
+dup 121 /y put
+dup 122 /z put
+dup 123 /dotlessi put
+dup 124 /dotlessj put
+dup 125 /weierstrass put
+dup 126 /vector put
+dup 127 /tie put
+dup 128 /psi put
+dup 160 /space put
+readonly def
+/FontBBox{-29 -250 1075 750}readonly def
+/UniqueID 5087384 def
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+<<
+/Type/FontDescriptor
+/CapHeight 850
+/Ascent 850
+/Descent -200
+/FontBBox[-39 -250 1036 750]
+/FontName/CMR9
+/ItalicAngle 0
+/StemV 74
+/FontFile 31 0 R
+/Flags 4
+>>
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+%!PS-AdobeFont-1.1: CMR9 1.0
+%%CreationDate: 1991 Aug 20 16:39:59
+
+% Copyright (C) 1997 American Mathematical Society.  All Rights Reserved.
+
+11 dict begin
+/FontInfo 7 dict dup begin
+/version (1.0) readonly def
+/Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def
+/FullName (CMR9) readonly def
+/FamilyName (Computer Modern) readonly def
+/Weight (Medium) readonly def
+/ItalicAngle 0 def
+/isFixedPitch false def
+end readonly def
+/FontName /CMR9 def
+/PaintType 0 def
+/FontType 1 def
+/FontMatrix [0.001 0 0 0.001 0 0] readonly def
+/Encoding 256 array
+0 1 255 {1 index exch /.notdef put} for
+dup 161 /Gamma put
+dup 162 /Delta put
+dup 163 /Theta put
+dup 164 /Lambda put
+dup 165 /Xi put
+dup 166 /Pi put
+dup 167 /Sigma put
+dup 168 /Upsilon put
+dup 169 /Phi put
+dup 170 /Psi put
+dup 173 /Omega put
+dup 174 /ff put
+dup 175 /fi put
+dup 176 /fl put
+dup 177 /ffi put
+dup 178 /ffl put
+dup 179 /dotlessi put
+dup 180 /dotlessj put
+dup 181 /grave put
+dup 182 /acute put
+dup 183 /caron put
+dup 184 /breve put
+dup 185 /macron put
+dup 186 /ring put
+dup 187 /cedilla put
+dup 188 /germandbls put
+dup 189 /ae put
+dup 190 /oe put
+dup 191 /oslash put
+dup 192 /AE put
+dup 193 /OE put
+dup 194 /Oslash put
+dup 195 /suppress put
+dup 196 /dieresis put
+dup 0 /Gamma put
+dup 1 /Delta put
+dup 2 /Theta put
+dup 3 /Lambda put
+dup 4 /Xi put
+dup 5 /Pi put
+dup 6 /Sigma put
+dup 7 /Upsilon put
+dup 8 /Phi put
+dup 9 /Psi put
+dup 10 /Omega put
+dup 11 /ff put
+dup 12 /fi put
+dup 13 /fl put
+dup 14 /ffi put
+dup 15 /ffl put
+dup 16 /dotlessi put
+dup 17 /dotlessj put
+dup 18 /grave put
+dup 19 /acute put
+dup 20 /caron put
+dup 21 /breve put
+dup 22 /macron put
+dup 23 /ring put
+dup 24 /cedilla put
+dup 25 /germandbls put
+dup 26 /ae put
+dup 27 /oe put
+dup 28 /oslash put
+dup 29 /AE put
+dup 30 /OE put
+dup 31 /Oslash put
+dup 32 /suppress put
+dup 33 /exclam put
+dup 34 /quotedblright put
+dup 35 /numbersign put
+dup 36 /dollar put
+dup 37 /percent put
+dup 38 /ampersand put
+dup 39 /quoteright put
+dup 40 /parenleft put
+dup 41 /parenright put
+dup 42 /asterisk put
+dup 43 /plus put
+dup 44 /comma put
+dup 45 /hyphen put
+dup 46 /period put
+dup 47 /slash put
+dup 48 /zero put
+dup 49 /one put
+dup 50 /two put
+dup 51 /three put
+dup 52 /four put
+dup 53 /five put
+dup 54 /six put
+dup 55 /seven put
+dup 56 /eight put
+dup 57 /nine put
+dup 58 /colon put
+dup 59 /semicolon put
+dup 60 /exclamdown put
+dup 61 /equal put
+dup 62 /questiondown put
+dup 63 /question put
+dup 64 /at put
+dup 65 /A put
+dup 66 /B put
+dup 67 /C put
+dup 68 /D put
+dup 69 /E put
+dup 70 /F put
+dup 71 /G put
+dup 72 /H put
+dup 73 /I put
+dup 74 /J put
+dup 75 /K put
+dup 76 /L put
+dup 77 /M put
+dup 78 /N put
+dup 79 /O put
+dup 80 /P put
+dup 81 /Q put
+dup 82 /R put
+dup 83 /S put
+dup 84 /T put
+dup 85 /U put
+dup 86 /V put
+dup 87 /W put
+dup 88 /X put
+dup 89 /Y put
+dup 90 /Z put
+dup 91 /bracketleft put
+dup 92 /quotedblleft put
+dup 93 /bracketright put
+dup 94 /circumflex put
+dup 95 /dotaccent put
+dup 96 /quoteleft put
+dup 97 /a put
+dup 98 /b put
+dup 99 /c put
+dup 100 /d put
+dup 101 /e put
+dup 102 /f put
+dup 103 /g put
+dup 104 /h put
+dup 105 /i put
+dup 106 /j put
+dup 107 /k put
+dup 108 /l put
+dup 109 /m put
+dup 110 /n put
+dup 111 /o put
+dup 112 /p put
+dup 113 /q put
+dup 114 /r put
+dup 115 /s put
+dup 116 /t put
+dup 117 /u put
+dup 118 /v put
+dup 119 /w put
+dup 120 /x put
+dup 121 /y put
+dup 122 /z put
+dup 123 /endash put
+dup 124 /emdash put
+dup 125 /hungarumlaut put
+dup 126 /tilde put
+dup 127 /dieresis put
+dup 128 /suppress put
+dup 160 /space put
+readonly def
+/FontBBox{-39 -250 1036 750}readonly def
+/UniqueID 5000792 def
+currentdict end
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+%%CreationDate: 1991 Aug 20 16:39:02
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+% Copyright (C) 1997 American Mathematical Society.  All Rights Reserved.
+
+11 dict begin
+/FontInfo 7 dict dup begin
+/version (1.0) readonly def
+/Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def
+/FullName (CMR6) readonly def
+/FamilyName (Computer Modern) readonly def
+/Weight (Medium) readonly def
+/ItalicAngle 0 def
+/isFixedPitch false def
+end readonly def
+/FontName /CMR6 def
+/PaintType 0 def
+/FontType 1 def
+/FontMatrix [0.001 0 0 0.001 0 0] readonly def
+/Encoding 256 array
+0 1 255 {1 index exch /.notdef put} for
+dup 161 /Gamma put
+dup 162 /Delta put
+dup 163 /Theta put
+dup 164 /Lambda put
+dup 165 /Xi put
+dup 166 /Pi put
+dup 167 /Sigma put
+dup 168 /Upsilon put
+dup 169 /Phi put
+dup 170 /Psi put
+dup 173 /Omega put
+dup 174 /ff put
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+dup 179 /dotlessi put
+dup 180 /dotlessj put
+dup 181 /grave put
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+dup 183 /caron put
+dup 184 /breve put
+dup 185 /macron put
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+dup 194 /Oslash put
+dup 195 /suppress put
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+dup 0 /Gamma put
+dup 1 /Delta put
+dup 2 /Theta put
+dup 3 /Lambda put
+dup 4 /Xi put
+dup 5 /Pi put
+dup 6 /Sigma put
+dup 7 /Upsilon put
+dup 8 /Phi put
+dup 9 /Psi put
+dup 10 /Omega put
+dup 11 /ff put
+dup 12 /fi put
+dup 13 /fl put
+dup 14 /ffi put
+dup 15 /ffl put
+dup 16 /dotlessi put
+dup 17 /dotlessj put
+dup 18 /grave put
+dup 19 /acute put
+dup 20 /caron put
+dup 21 /breve put
+dup 22 /macron put
+dup 23 /ring put
+dup 24 /cedilla put
+dup 25 /germandbls put
+dup 26 /ae put
+dup 27 /oe put
+dup 28 /oslash put
+dup 29 /AE put
+dup 30 /OE put
+dup 31 /Oslash put
+dup 32 /suppress put
+dup 33 /exclam put
+dup 34 /quotedblright put
+dup 35 /numbersign put
+dup 36 /dollar put
+dup 37 /percent put
+dup 38 /ampersand put
+dup 39 /quoteright put
+dup 40 /parenleft put
+dup 41 /parenright put
+dup 42 /asterisk put
+dup 43 /plus put
+dup 44 /comma put
+dup 45 /hyphen put
+dup 46 /period put
+dup 47 /slash put
+dup 48 /zero put
+dup 49 /one put
+dup 50 /two put
+dup 51 /three put
+dup 52 /four put
+dup 53 /five put
+dup 54 /six put
+dup 55 /seven put
+dup 56 /eight put
+dup 57 /nine put
+dup 58 /colon put
+dup 59 /semicolon put
+dup 60 /exclamdown put
+dup 61 /equal put
+dup 62 /questiondown put
+dup 63 /question put
+dup 64 /at put
+dup 65 /A put
+dup 66 /B put
+dup 67 /C put
+dup 68 /D put
+dup 69 /E put
+dup 70 /F put
+dup 71 /G put
+dup 72 /H put
+dup 73 /I put
+dup 74 /J put
+dup 75 /K put
+dup 76 /L put
+dup 77 /M put
+dup 78 /N put
+dup 79 /O put
+dup 80 /P put
+dup 81 /Q put
+dup 82 /R put
+dup 83 /S put
+dup 84 /T put
+dup 85 /U put
+dup 86 /V put
+dup 87 /W put
+dup 88 /X put
+dup 89 /Y put
+dup 90 /Z put
+dup 91 /bracketleft put
+dup 92 /quotedblleft put
+dup 93 /bracketright put
+dup 94 /circumflex put
+dup 95 /dotaccent put
+dup 96 /quoteleft put
+dup 97 /a put
+dup 98 /b put
+dup 99 /c put
+dup 100 /d put
+dup 101 /e put
+dup 102 /f put
+dup 103 /g put
+dup 104 /h put
+dup 105 /i put
+dup 106 /j put
+dup 107 /k put
+dup 108 /l put
+dup 109 /m put
+dup 110 /n put
+dup 111 /o put
+dup 112 /p put
+dup 113 /q put
+dup 114 /r put
+dup 115 /s put
+dup 116 /t put
+dup 117 /u put
+dup 118 /v put
+dup 119 /w put
+dup 120 /x put
+dup 121 /y put
+dup 122 /z put
+dup 123 /endash put
+dup 124 /emdash put
+dup 125 /hungarumlaut put
+dup 126 /tilde put
+dup 127 /dieresis put
+dup 128 /suppress put
+dup 160 /space put
+readonly def
+/FontBBox{-20 -250 1193 750}readonly def
+/UniqueID 5000789 def
+currentdict end
+currentfile eexec
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+/Type/FontDescriptor
+/CapHeight 850
+/Ascent 850
+/Descent -200
+/FontBBox[-30 -955 1185 779]
+/FontName/CMSY8
+/ItalicAngle -14.035
+/StemV 89
+/FontFile 38 0 R
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+%!PS-AdobeFont-1.1: CMSY8 1.0
+%%CreationDate: 1991 Aug 15 07:22:10
+
+% Copyright (C) 1997 American Mathematical Society.  All Rights Reserved.
+
+11 dict begin
+/FontInfo 7 dict dup begin
+/version (1.0) readonly def
+/Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def
+/FullName (CMSY8) readonly def
+/FamilyName (Computer Modern) readonly def
+/Weight (Medium) readonly def
+/ItalicAngle -14.035 def
+/isFixedPitch false def
+end readonly def
+/FontName /CMSY8 def
+/PaintType 0 def
+/FontType 1 def
+/FontMatrix [0.001 0 0 0.001 0 0] readonly def
+/Encoding 256 array
+0 1 255 {1 index exch /.notdef put} for
+dup 161 /minus put
+dup 162 /periodcentered put
+dup 163 /multiply put
+dup 164 /asteriskmath put
+dup 165 /divide put
+dup 166 /diamondmath put
+dup 167 /plusminus put
+dup 168 /minusplus put
+dup 169 /circleplus put
+dup 170 /circleminus put
+dup 173 /circlemultiply put
+dup 174 /circledivide put
+dup 175 /circledot put
+dup 176 /circlecopyrt put
+dup 177 /openbullet put
+dup 178 /bullet put
+dup 179 /equivasymptotic put
+dup 180 /equivalence put
+dup 181 /reflexsubset put
+dup 182 /reflexsuperset put
+dup 183 /lessequal put
+dup 184 /greaterequal put
+dup 185 /precedesequal put
+dup 186 /followsequal put
+dup 187 /similar put
+dup 188 /approxequal put
+dup 189 /propersubset put
+dup 190 /propersuperset put
+dup 191 /lessmuch put
+dup 192 /greatermuch put
+dup 193 /precedes put
+dup 194 /follows put
+dup 195 /arrowleft put
+dup 196 /spade put
+dup 0 /minus put
+dup 1 /periodcentered put
+dup 2 /multiply put
+dup 3 /asteriskmath put
+dup 4 /divide put
+dup 5 /diamondmath put
+dup 6 /plusminus put
+dup 7 /minusplus put
+dup 8 /circleplus put
+dup 9 /circleminus put
+dup 10 /circlemultiply put
+dup 11 /circledivide put
+dup 12 /circledot put
+dup 13 /circlecopyrt put
+dup 14 /openbullet put
+dup 15 /bullet put
+dup 16 /equivasymptotic put
+dup 17 /equivalence put
+dup 18 /reflexsubset put
+dup 19 /reflexsuperset put
+dup 20 /lessequal put
+dup 21 /greaterequal put
+dup 22 /precedesequal put
+dup 23 /followsequal put
+dup 24 /similar put
+dup 25 /approxequal put
+dup 26 /propersubset put
+dup 27 /propersuperset put
+dup 28 /lessmuch put
+dup 29 /greatermuch put
+dup 30 /precedes put
+dup 31 /follows put
+dup 32 /arrowleft put
+dup 33 /arrowright put
+dup 34 /arrowup put
+dup 35 /arrowdown put
+dup 36 /arrowboth put
+dup 37 /arrownortheast put
+dup 38 /arrowsoutheast put
+dup 39 /similarequal put
+dup 40 /arrowdblleft put
+dup 41 /arrowdblright put
+dup 42 /arrowdblup put
+dup 43 /arrowdbldown put
+dup 44 /arrowdblboth put
+dup 45 /arrownorthwest put
+dup 46 /arrowsouthwest put
+dup 47 /proportional put
+dup 48 /prime put
+dup 49 /infinity put
+dup 50 /element put
+dup 51 /owner put
+dup 52 /triangle put
+dup 53 /triangleinv put
+dup 54 /negationslash put
+dup 55 /mapsto put
+dup 56 /universal put
+dup 57 /existential put
+dup 58 /logicalnot put
+dup 59 /emptyset put
+dup 60 /Rfractur put
+dup 61 /Ifractur put
+dup 62 /latticetop put
+dup 63 /perpendicular put
+dup 64 /aleph put
+dup 65 /A put
+dup 66 /B put
+dup 67 /C put
+dup 68 /D put
+dup 69 /E put
+dup 70 /F put
+dup 71 /G put
+dup 72 /H put
+dup 73 /I put
+dup 74 /J put
+dup 75 /K put
+dup 76 /L put
+dup 77 /M put
+dup 78 /N put
+dup 79 /O put
+dup 80 /P put
+dup 81 /Q put
+dup 82 /R put
+dup 83 /S put
+dup 84 /T put
+dup 85 /U put
+dup 86 /V put
+dup 87 /W put
+dup 88 /X put
+dup 89 /Y put
+dup 90 /Z put
+dup 91 /union put
+dup 92 /intersection put
+dup 93 /unionmulti put
+dup 94 /logicaland put
+dup 95 /logicalor put
+dup 96 /turnstileleft put
+dup 97 /turnstileright put
+dup 98 /floorleft put
+dup 99 /floorright put
+dup 100 /ceilingleft put
+dup 101 /ceilingright put
+dup 102 /braceleft put
+dup 103 /braceright put
+dup 104 /angbracketleft put
+dup 105 /angbracketright put
+dup 106 /bar put
+dup 107 /bardbl put
+dup 108 /arrowbothv put
+dup 109 /arrowdblbothv put
+dup 110 /backslash put
+dup 111 /wreathproduct put
+dup 112 /radical put
+dup 113 /coproduct put
+dup 114 /nabla put
+dup 115 /integral put
+dup 116 /unionsq put
+dup 117 /intersectionsq put
+dup 118 /subsetsqequal put
+dup 119 /supersetsqequal put
+dup 120 /section put
+dup 121 /dagger put
+dup 122 /daggerdbl put
+dup 123 /paragraph put
+dup 124 /club put
+dup 125 /diamond put
+dup 126 /heart put
+dup 127 /spade put
+dup 128 /arrowleft put
+readonly def
+/FontBBox{-30 -955 1185 779}readonly def
+/UniqueID 5000818 def
+currentdict end
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+/Type/FontDescriptor
+/CapHeight 850
+/Ascent 850
+/Descent -200
+/FontBBox[-30 -958 1146 777]
+/FontName/CMSY9
+/ItalicAngle -14.035
+/StemV 87
+/FontFile 42 0 R
+/Flags 68
+>>
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+stream
+%!PS-AdobeFont-1.1: CMSY9 1.0
+%%CreationDate: 1991 Aug 15 07:22:27
+
+% Copyright (C) 1997 American Mathematical Society.  All Rights Reserved.
+
+11 dict begin
+/FontInfo 7 dict dup begin
+/version (1.0) readonly def
+/Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def
+/FullName (CMSY9) readonly def
+/FamilyName (Computer Modern) readonly def
+/Weight (Medium) readonly def
+/ItalicAngle -14.035 def
+/isFixedPitch false def
+end readonly def
+/FontName /CMSY9 def
+/PaintType 0 def
+/FontType 1 def
+/FontMatrix [0.001 0 0 0.001 0 0] readonly def
+/Encoding 256 array
+0 1 255 {1 index exch /.notdef put} for
+dup 161 /minus put
+dup 162 /periodcentered put
+dup 163 /multiply put
+dup 164 /asteriskmath put
+dup 165 /divide put
+dup 166 /diamondmath put
+dup 167 /plusminus put
+dup 168 /minusplus put
+dup 169 /circleplus put
+dup 170 /circleminus put
+dup 173 /circlemultiply put
+dup 174 /circledivide put
+dup 175 /circledot put
+dup 176 /circlecopyrt put
+dup 177 /openbullet put
+dup 178 /bullet put
+dup 179 /equivasymptotic put
+dup 180 /equivalence put
+dup 181 /reflexsubset put
+dup 182 /reflexsuperset put
+dup 183 /lessequal put
+dup 184 /greaterequal put
+dup 185 /precedesequal put
+dup 186 /followsequal put
+dup 187 /similar put
+dup 188 /approxequal put
+dup 189 /propersubset put
+dup 190 /propersuperset put
+dup 191 /lessmuch put
+dup 192 /greatermuch put
+dup 193 /precedes put
+dup 194 /follows put
+dup 195 /arrowleft put
+dup 196 /spade put
+dup 0 /minus put
+dup 1 /periodcentered put
+dup 2 /multiply put
+dup 3 /asteriskmath put
+dup 4 /divide put
+dup 5 /diamondmath put
+dup 6 /plusminus put
+dup 7 /minusplus put
+dup 8 /circleplus put
+dup 9 /circleminus put
+dup 10 /circlemultiply put
+dup 11 /circledivide put
+dup 12 /circledot put
+dup 13 /circlecopyrt put
+dup 14 /openbullet put
+dup 15 /bullet put
+dup 16 /equivasymptotic put
+dup 17 /equivalence put
+dup 18 /reflexsubset put
+dup 19 /reflexsuperset put
+dup 20 /lessequal put
+dup 21 /greaterequal put
+dup 22 /precedesequal put
+dup 23 /followsequal put
+dup 24 /similar put
+dup 25 /approxequal put
+dup 26 /propersubset put
+dup 27 /propersuperset put
+dup 28 /lessmuch put
+dup 29 /greatermuch put
+dup 30 /precedes put
+dup 31 /follows put
+dup 32 /arrowleft put
+dup 33 /arrowright put
+dup 34 /arrowup put
+dup 35 /arrowdown put
+dup 36 /arrowboth put
+dup 37 /arrownortheast put
+dup 38 /arrowsoutheast put
+dup 39 /similarequal put
+dup 40 /arrowdblleft put
+dup 41 /arrowdblright put
+dup 42 /arrowdblup put
+dup 43 /arrowdbldown put
+dup 44 /arrowdblboth put
+dup 45 /arrownorthwest put
+dup 46 /arrowsouthwest put
+dup 47 /proportional put
+dup 48 /prime put
+dup 49 /infinity put
+dup 50 /element put
+dup 51 /owner put
+dup 52 /triangle put
+dup 53 /triangleinv put
+dup 54 /negationslash put
+dup 55 /mapsto put
+dup 56 /universal put
+dup 57 /existential put
+dup 58 /logicalnot put
+dup 59 /emptyset put
+dup 60 /Rfractur put
+dup 61 /Ifractur put
+dup 62 /latticetop put
+dup 63 /perpendicular put
+dup 64 /aleph put
+dup 65 /A put
+dup 66 /B put
+dup 67 /C put
+dup 68 /D put
+dup 69 /E put
+dup 70 /F put
+dup 71 /G put
+dup 72 /H put
+dup 73 /I put
+dup 74 /J put
+dup 75 /K put
+dup 76 /L put
+dup 77 /M put
+dup 78 /N put
+dup 79 /O put
+dup 80 /P put
+dup 81 /Q put
+dup 82 /R put
+dup 83 /S put
+dup 84 /T put
+dup 85 /U put
+dup 86 /V put
+dup 87 /W put
+dup 88 /X put
+dup 89 /Y put
+dup 90 /Z put
+dup 91 /union put
+dup 92 /intersection put
+dup 93 /unionmulti put
+dup 94 /logicaland put
+dup 95 /logicalor put
+dup 96 /turnstileleft put
+dup 97 /turnstileright put
+dup 98 /floorleft put
+dup 99 /floorright put
+dup 100 /ceilingleft put
+dup 101 /ceilingright put
+dup 102 /braceleft put
+dup 103 /braceright put
+dup 104 /angbracketleft put
+dup 105 /angbracketright put
+dup 106 /bar put
+dup 107 /bardbl put
+dup 108 /arrowbothv put
+dup 109 /arrowdblbothv put
+dup 110 /backslash put
+dup 111 /wreathproduct put
+dup 112 /radical put
+dup 113 /coproduct put
+dup 114 /nabla put
+dup 115 /integral put
+dup 116 /unionsq put
+dup 117 /intersectionsq put
+dup 118 /subsetsqequal put
+dup 119 /supersetsqequal put
+dup 120 /section put
+dup 121 /dagger put
+dup 122 /daggerdbl put
+dup 123 /paragraph put
+dup 124 /club put
+dup 125 /diamond put
+dup 126 /heart put
+dup 127 /spade put
+dup 128 /arrowleft put
+readonly def
+/FontBBox{-30 -958 1146 777}readonly def
+/UniqueID 5000819 def
+currentdict end
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+% Copyright (C) 1997 American Mathematical Society.  All Rights Reserved.
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+/version (1.100) readonly def
+/Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def
+/FullName (CMMI6) readonly def
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+dup 49 /oneoldstyle put
+dup 50 /twooldstyle put
+dup 51 /threeoldstyle put
+dup 52 /fouroldstyle put
+dup 53 /fiveoldstyle put
+dup 54 /sixoldstyle put
+dup 55 /sevenoldstyle put
+dup 56 /eightoldstyle put
+dup 57 /nineoldstyle put
+dup 58 /period put
+dup 59 /comma put
+dup 60 /less put
+dup 61 /slash put
+dup 62 /greater put
+dup 63 /star put
+dup 64 /partialdiff put
+dup 65 /A put
+dup 66 /B put
+dup 67 /C put
+dup 68 /D put
+dup 69 /E put
+dup 70 /F put
+dup 71 /G put
+dup 72 /H put
+dup 73 /I put
+dup 74 /J put
+dup 75 /K put
+dup 76 /L put
+dup 77 /M put
+dup 78 /N put
+dup 79 /O put
+dup 80 /P put
+dup 81 /Q put
+dup 82 /R put
+dup 83 /S put
+dup 84 /T put
+dup 85 /U put
+dup 86 /V put
+dup 87 /W put
+dup 88 /X put
+dup 89 /Y put
+dup 90 /Z put
+dup 91 /flat put
+dup 92 /natural put
+dup 93 /sharp put
+dup 94 /slurbelow put
+dup 95 /slurabove put
+dup 96 /lscript put
+dup 97 /a put
+dup 98 /b put
+dup 99 /c put
+dup 100 /d put
+dup 101 /e put
+dup 102 /f put
+dup 103 /g put
+dup 104 /h put
+dup 105 /i put
+dup 106 /j put
+dup 107 /k put
+dup 108 /l put
+dup 109 /m put
+dup 110 /n put
+dup 111 /o put
+dup 112 /p put
+dup 113 /q put
+dup 114 /r put
+dup 115 /s put
+dup 116 /t put
+dup 117 /u put
+dup 118 /v put
+dup 119 /w put
+dup 120 /x put
+dup 121 /y put
+dup 122 /z put
+dup 123 /dotlessi put
+dup 124 /dotlessj put
+dup 125 /weierstrass put
+dup 126 /vector put
+dup 127 /tie put
+dup 128 /psi put
+dup 160 /space put
+readonly def
+/FontBBox{11 -250 1241 750}readonly def
+/UniqueID 5087381 def
+currentdict end
+currentfile eexec
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+/FontBBox[-4 -948 1329 786]
+/FontName/CMSY6
+/ItalicAngle -14.035
+/StemV 93
+/FontFile 48 0 R
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+%!PS-AdobeFont-1.1: CMSY6 1.0
+%%CreationDate: 1991 Aug 15 07:21:34
+
+% Copyright (C) 1997 American Mathematical Society.  All Rights Reserved.
+
+11 dict begin
+/FontInfo 7 dict dup begin
+/version (1.0) readonly def
+/Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def
+/FullName (CMSY6) readonly def
+/FamilyName (Computer Modern) readonly def
+/Weight (Medium) readonly def
+/ItalicAngle -14.035 def
+/isFixedPitch false def
+end readonly def
+/FontName /CMSY6 def
+/PaintType 0 def
+/FontType 1 def
+/FontMatrix [0.001 0 0 0.001 0 0] readonly def
+/Encoding 256 array
+0 1 255 {1 index exch /.notdef put} for
+dup 161 /minus put
+dup 162 /periodcentered put
+dup 163 /multiply put
+dup 164 /asteriskmath put
+dup 165 /divide put
+dup 166 /diamondmath put
+dup 167 /plusminus put
+dup 168 /minusplus put
+dup 169 /circleplus put
+dup 170 /circleminus put
+dup 173 /circlemultiply put
+dup 174 /circledivide put
+dup 175 /circledot put
+dup 176 /circlecopyrt put
+dup 177 /openbullet put
+dup 178 /bullet put
+dup 179 /equivasymptotic put
+dup 180 /equivalence put
+dup 181 /reflexsubset put
+dup 182 /reflexsuperset put
+dup 183 /lessequal put
+dup 184 /greaterequal put
+dup 185 /precedesequal put
+dup 186 /followsequal put
+dup 187 /similar put
+dup 188 /approxequal put
+dup 189 /propersubset put
+dup 190 /propersuperset put
+dup 191 /lessmuch put
+dup 192 /greatermuch put
+dup 193 /precedes put
+dup 194 /follows put
+dup 195 /arrowleft put
+dup 196 /spade put
+dup 0 /minus put
+dup 1 /periodcentered put
+dup 2 /multiply put
+dup 3 /asteriskmath put
+dup 4 /divide put
+dup 5 /diamondmath put
+dup 6 /plusminus put
+dup 7 /minusplus put
+dup 8 /circleplus put
+dup 9 /circleminus put
+dup 10 /circlemultiply put
+dup 11 /circledivide put
+dup 12 /circledot put
+dup 13 /circlecopyrt put
+dup 14 /openbullet put
+dup 15 /bullet put
+dup 16 /equivasymptotic put
+dup 17 /equivalence put
+dup 18 /reflexsubset put
+dup 19 /reflexsuperset put
+dup 20 /lessequal put
+dup 21 /greaterequal put
+dup 22 /precedesequal put
+dup 23 /followsequal put
+dup 24 /similar put
+dup 25 /approxequal put
+dup 26 /propersubset put
+dup 27 /propersuperset put
+dup 28 /lessmuch put
+dup 29 /greatermuch put
+dup 30 /precedes put
+dup 31 /follows put
+dup 32 /arrowleft put
+dup 33 /arrowright put
+dup 34 /arrowup put
+dup 35 /arrowdown put
+dup 36 /arrowboth put
+dup 37 /arrownortheast put
+dup 38 /arrowsoutheast put
+dup 39 /similarequal put
+dup 40 /arrowdblleft put
+dup 41 /arrowdblright put
+dup 42 /arrowdblup put
+dup 43 /arrowdbldown put
+dup 44 /arrowdblboth put
+dup 45 /arrownorthwest put
+dup 46 /arrowsouthwest put
+dup 47 /proportional put
+dup 48 /prime put
+dup 49 /infinity put
+dup 50 /element put
+dup 51 /owner put
+dup 52 /triangle put
+dup 53 /triangleinv put
+dup 54 /negationslash put
+dup 55 /mapsto put
+dup 56 /universal put
+dup 57 /existential put
+dup 58 /logicalnot put
+dup 59 /emptyset put
+dup 60 /Rfractur put
+dup 61 /Ifractur put
+dup 62 /latticetop put
+dup 63 /perpendicular put
+dup 64 /aleph put
+dup 65 /A put
+dup 66 /B put
+dup 67 /C put
+dup 68 /D put
+dup 69 /E put
+dup 70 /F put
+dup 71 /G put
+dup 72 /H put
+dup 73 /I put
+dup 74 /J put
+dup 75 /K put
+dup 76 /L put
+dup 77 /M put
+dup 78 /N put
+dup 79 /O put
+dup 80 /P put
+dup 81 /Q put
+dup 82 /R put
+dup 83 /S put
+dup 84 /T put
+dup 85 /U put
+dup 86 /V put
+dup 87 /W put
+dup 88 /X put
+dup 89 /Y put
+dup 90 /Z put
+dup 91 /union put
+dup 92 /intersection put
+dup 93 /unionmulti put
+dup 94 /logicaland put
+dup 95 /logicalor put
+dup 96 /turnstileleft put
+dup 97 /turnstileright put
+dup 98 /floorleft put
+dup 99 /floorright put
+dup 100 /ceilingleft put
+dup 101 /ceilingright put
+dup 102 /braceleft put
+dup 103 /braceright put
+dup 104 /angbracketleft put
+dup 105 /angbracketright put
+dup 106 /bar put
+dup 107 /bardbl put
+dup 108 /arrowbothv put
+dup 109 /arrowdblbothv put
+dup 110 /backslash put
+dup 111 /wreathproduct put
+dup 112 /radical put
+dup 113 /coproduct put
+dup 114 /nabla put
+dup 115 /integral put
+dup 116 /unionsq put
+dup 117 /intersectionsq put
+dup 118 /subsetsqequal put
+dup 119 /supersetsqequal put
+dup 120 /section put
+dup 121 /dagger put
+dup 122 /daggerdbl put
+dup 123 /paragraph put
+dup 124 /club put
+dup 125 /diamond put
+dup 126 /heart put
+dup 127 /spade put
+dup 128 /arrowleft put
+readonly def
+/FontBBox{-4 -948 1329 786}readonly def
+/UniqueID 5000816 def
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@@ -2,8 +2,9 @@ L'étendue des techniques applicables aux images numériques est aujourd'hui si
 L'intuition nous incite donc à chercher des méthodes efficaces de prétraitement pour réduire la puissance du bruit afin de permettre aux traitements de plus haut niveau comme la segmentation, d'opérer ensuite dans de meilleures conditions.           
 
 Toutefois, il faut également considérer que les opérations préalables de réduction de bruit apportent des modifications statistiques aux images et influent donc potentiellement sur les caractéristiques que l'on cherche à mettre en évidence grâce au traitement principal. En ce sens, il peut-être préférable de chercher à employer des algorithmes de haut niveau travaillant directement sur les images bruitées pour minimiser les effets des altérations apportées par les filtres débruiteurs et conserver toute l'information contenue dans les images perturbées.
 L'intuition nous incite donc à chercher des méthodes efficaces de prétraitement pour réduire la puissance du bruit afin de permettre aux traitements de plus haut niveau comme la segmentation, d'opérer ensuite dans de meilleures conditions.           
 
 Toutefois, il faut également considérer que les opérations préalables de réduction de bruit apportent des modifications statistiques aux images et influent donc potentiellement sur les caractéristiques que l'on cherche à mettre en évidence grâce au traitement principal. En ce sens, il peut-être préférable de chercher à employer des algorithmes de haut niveau travaillant directement sur les images bruitées pour minimiser les effets des altérations apportées par les filtres débruiteurs et conserver toute l'information contenue dans les images perturbées.
-
- Les images auxquelles nous nous intéressons sont généralement les images numériques allant des images naturelles telles que définies par Caselles \cite{} aux images d'amplitude isues de l'imagerie radar à ouverture synthétique (ROS ou en anglais SAR) \cite{}, de l'imagerie médicale à ultrasons (echographie) ou encore biologique dans le cas de la microscopie électronique. 
+%TODO
+% dire aussi que le prétraitement, ça prend du temps. C'est évident mais c'est mieux en le disant
+ Les images auxquelles nous nous intéressons sont généralement les images numériques allant des images naturelles telles que définies par Caselles \cite{Caselles99topographicmaps} aux images d'amplitude isues de l'imagerie radar à ouverture synthétique (ROS ou en anglais SAR) \cite{cutrona1990synthetic}, de l'imagerie médicale à ultrasons (echographie) ou encore biologique dans le cas de la microscopie électronique. 
 Ces dispositifs d'acquisition sont naturellement, et par essence, générateurs de bruits divers, inhérents aux thechnologies mises en \oe uvre au sein de ces systèmes et qui viennent dégrader l'image idéale de la scène que l'on cherche à représenter ou analyser. On sait aujourd'hui caractériser de manière assez précise ces bruits et la section \ref{sec_bruits} en détaille les  origines physiques ainsi que  les propriétés statistiques qui en découlent.
 On peut dores et déjà avancer que la connaissance de l'origine d'une image et donc des propriétés des bruits associés qui en corrompent les informations, est un atout permettant de concevoir des techniques de filtrage adaptées à chaque situation. Toutefois, la recherche d'un filtre universel, bien qu'encore illusoire, n'est pas abandonnée, tant les besoins sont nombreux, divers et souvent complexes.    
        
 Ces dispositifs d'acquisition sont naturellement, et par essence, générateurs de bruits divers, inhérents aux thechnologies mises en \oe uvre au sein de ces systèmes et qui viennent dégrader l'image idéale de la scène que l'on cherche à représenter ou analyser. On sait aujourd'hui caractériser de manière assez précise ces bruits et la section \ref{sec_bruits} en détaille les  origines physiques ainsi que  les propriétés statistiques qui en découlent.
 On peut dores et déjà avancer que la connaissance de l'origine d'une image et donc des propriétés des bruits associés qui en corrompent les informations, est un atout permettant de concevoir des techniques de filtrage adaptées à chaque situation. Toutefois, la recherche d'un filtre universel, bien qu'encore illusoire, n'est pas abandonnée, tant les besoins sont nombreux, divers et souvent complexes.    
        
@@ -15,10 +16,10 @@ Les divers traitements appliqués aux images observées ont souvent pour but d'a
 Le lien entre $\bar{u}$ et $\bar{v}$ peut être exprimé généralement par la relation $\bar{v}=\bar{u}+\sigma\epsilon$, où $\epsilon \in \mathbb{R}^N$ représente le modèle de perturbation appliquée à $\bar{u}$ et $\sigma$ représente la puissance de cette perturbation qui a mené à l'observation de $\bar{v}$.
 Dans le cas général, $\epsilon$ dépend de $\bar{u}$ et est caractérisé par la densité de probabilité (PDF pour probability density function) $p(v|u)$.
 
 Le lien entre $\bar{u}$ et $\bar{v}$ peut être exprimé généralement par la relation $\bar{v}=\bar{u}+\sigma\epsilon$, où $\epsilon \in \mathbb{R}^N$ représente le modèle de perturbation appliquée à $\bar{u}$ et $\sigma$ représente la puissance de cette perturbation qui a mené à l'observation de $\bar{v}$.
 Dans le cas général, $\epsilon$ dépend de $\bar{u}$ et est caractérisé par la densité de probabilité (PDF pour probability density function) $p(v|u)$.
 
-\section{Modèles de bruit}
+\section{Modèles de bruit}\label{sec_bruits}
 \subsection{Le bruit gaussien}
 Le bruit gaussien est historiquement le plus étudié et celui auquel sont dédiées le plus de techniques de débruitage.
 \subsection{Le bruit gaussien}
 Le bruit gaussien est historiquement le plus étudié et celui auquel sont dédiées le plus de techniques de débruitage.
-La génération des images numériques au travers les capteurs CMOS et CCD \ref{} est le siège de nombreuses perturbations dues à la technologie de fabrication et à la nature du rayonnement dont ils mesurent l'intensité en différents zones de leur surface, appelées \textit{photosites}.
+La génération des images numériques au travers les capteurs CMOS et CCD  est le siège de nombreuses perturbations dues à la technologie de fabrication et à la nature du rayonnement dont ils mesurent l'intensité en différents zones de leur surface, appelées \textit{photosites} \cite{mancuso2001introduction,theuwissen2001ccd}.
 On distingue en particulier les bruits suivants selon leur origine physique :
 \begin{itemize}
 \item la non uniformité de réponse des photosites.
 On distingue en particulier les bruits suivants selon leur origine physique :
 \begin{itemize}
 \item la non uniformité de réponse des photosites.
@@ -27,7 +28,7 @@ On distingue en particulier les bruits suivants selon leur origine physique :
 \item le bruit de lecture
 \item le bruit de non uniformité d'amplification des gains des photosites.
 \end{itemize}
 \item le bruit de lecture
 \item le bruit de non uniformité d'amplification des gains des photosites.
 \end{itemize}
-Des descriptions détaillées des mécanismes concourant à la génération de ces bruits sont fournies dans \ref{phelippeau p80}  
+On trouve des descriptions détaillées des mécanismes concourant à la génération de ces bruits, entre autres dans \cite{healey1994radiometric} et \cite{kodakccd}.  
 Dans un certain intervalle usuel d'intensité lumineuse, il est toutefois admis que l'ensemble des ces perturbations peut être représenté par un seul bruit blanc gaussien, de type \textit{additif} (AWGN), dont la densité de probabilité suit une loi normale de moyenne nulle et de variance $\sigma^2$.
 On a alors l'expression suivante, où $\sigma >0$ 
 \[p(v|u)=\frac{1}{\sqrt{2}\pi\sigma}\mathrm{e}^{-\frac{(v-u)^2}{2\sigma^2}}\]
 Dans un certain intervalle usuel d'intensité lumineuse, il est toutefois admis que l'ensemble des ces perturbations peut être représenté par un seul bruit blanc gaussien, de type \textit{additif} (AWGN), dont la densité de probabilité suit une loi normale de moyenne nulle et de variance $\sigma^2$.
 On a alors l'expression suivante, où $\sigma >0$ 
 \[p(v|u)=\frac{1}{\sqrt{2}\pi\sigma}\mathrm{e}^{-\frac{(v-u)^2}{2\sigma^2}}\]
@@ -65,12 +66,18 @@ Un très grand nombre de travaux proposant des méthodes de réduction de ces br
 
 Nous nous focaliserons sur les techniques en lien avec les travaux que nous avons menés et qui ont donné lieu à des implémentations efficaces  susceptibles de fournir des éléments opérationnels rapides pour le prétraitement des images. 
 
 
 Nous nous focaliserons sur les techniques en lien avec les travaux que nous avons menés et qui ont donné lieu à des implémentations efficaces  susceptibles de fournir des éléments opérationnels rapides pour le prétraitement des images. 
 
-La figure \ref{fig-ny-noises} montre une image de synthèse issue de la base de test COIL \ref{adresse}, supposée sans bruit et qui sera considérée comme référence, ainsi que deux versions bruitées, respectivement avec un bruit gaussien d'écart type 25 et un bruit impulsionnel affectant 25\% des pixels. 
+La figure \ref{fig-ny-noises} montre une image de synthèse issue de la base de test COIL \cite{coil}, supposée sans bruit et qui sera considérée comme référence, ainsi que deux versions bruitées, respectivement avec un bruit gaussien d'écart type 25 et un bruit impulsionnel affectant 25\% des pixels. 
+L'indice de qualité le plus employé pour mesurer la similarité entre deux images est le PSNR (pour Peak Signal to Noise Ratio). Il est exprimé en décibels (dB) et se calcule en appliquant la formule  
+\[ PSNR = 10log_{10}\left(\frac{D^2}{\displaystyle\frac{1}{N}\sum_{k < N}\left(v_k - u_k\right)^2}\right)\]
+si l'on cherche à évaluer le PSNR de l'image observée $\bar{v}$ par rapport à l'image de référence $\bar{u}$. Le nombre $D$ représente la dynamique maximale des images, e.g 255 pour des images en niveaux de gris codés sur 8 bits. 
+
+Cet indicateur seul est cependant insuffisant pour caractériser convenablement la qualité de débruitage d'un filtre, mesure hautement subjective. Un indice global de similarité structurelle (MSSIM pour Mean Structural Similarity Index) a été proposé par Wang \textit{et al.} \cite{Wang04imagequality} et permet, en conjonction avec le PSNR, de garantir une mesure de qualité plus en rapport avec la perception visuelle. Le MSSIM prend ses valeurs dans l'intervalle $[0;1]$ avec une similarité d'autant plus grande que la valeur est proche de 1.  
+
 \begin{figure}
   \centering
   \subfigure[Sans bruit]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/ny256.png}}
 \begin{figure}
   \centering
   \subfigure[Sans bruit]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/ny256.png}}
-  \subfigure[Bruit gaussien $\sigma=25$]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/ny256_gauss25.png}}
-  \subfigure[Bruit impulsionnel 25\%]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/ny256_sap25.png}}
+  \subfigure[Bruit gaussien $\sigma=25$, PSNR=22.3~dB MSSIM=0.16]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/ny256_gauss25.png}}
+  \subfigure[Bruit impulsionnel 25\%, PSNR=9.48~dB MSSIM=0.04]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/ny256_sap25.png}}
   \caption{Images 256$\times$256 en niveau de gris 8 bits utilisées pour l'illustration des propriétés des filtres. a) l'image de référence non bruitée. b) l'image corrompue par un bruit gaussien d'écart type $\sigma=25$. c) l'image corrompue par un bruit impulsionnel à 25\%.}
 \label{fig-ny-noises}
 \end{figure}
   \caption{Images 256$\times$256 en niveau de gris 8 bits utilisées pour l'illustration des propriétés des filtres. a) l'image de référence non bruitée. b) l'image corrompue par un bruit gaussien d'écart type $\sigma=25$. c) l'image corrompue par un bruit impulsionnel à 25\%.}
 \label{fig-ny-noises}
 \end{figure}
@@ -84,81 +91,123 @@ Si la fonction définissant le masque de convolution est notée $h$, l'expressio
 \label{convoDef}
 \end{equation}
 Dans les applications les plus courantes, $h$ est à support borné et de forme carrée et l'on parle alors de la taille du masque pour évoquer la dimension du support.
 \label{convoDef}
 \end{equation}
 Dans les applications les plus courantes, $h$ est à support borné et de forme carrée et l'on parle alors de la taille du masque pour évoquer la dimension du support.
- La figure \ref{fig-ny-convo} présente les résultats de la convolution par deux masques \textit{moyenneurs} $h_3$ et $h_5$ de taille différentes, appliqués à l'image corrompue par un bruit gaussien : on voit la diminution des fluctuations mais aussi le flou apporté et qui rend les contours d'autant moins définis que la taille du masque est grande. La troisième image montre le résultat de la convolution de l'image de référence par un masque \textit{dérivateur} $h_{dx}$ selon l'axe horizontal. On y constate la mise en évidence, incomplète, des contours
+ La figure \ref{fig-ny-convo} présente les résultats de la convolution par deux masques débruiteurs \textit{moyenneurs} $h_3$ et $h_5$ de taille différentes, appliqués à l'image corrompue par un bruit gaussien : on voit la diminution des fluctuations mais aussi le flou apporté et qui rend les contours d'autant moins définis que la taille du masque est grande. La troisième image montre l'effet d'un masque gaussien $h_{g3}$
 Les matrices définissant les masques sont les suivantes :
  
 Les matrices définissant les masques sont les suivantes :
  
-\[h_3=\frac{1}{9}\begin{bmatrix}1&1&1\\1&1&1\\1&1&1\end{bmatrix}, h_{25}=\frac{1}{25}\begin{bmatrix}1&1&1&1&1\\1&1&1&1&1\\1&1&1&1&1\\1&1&1&1&1\\1&1&1&1&1\end{bmatrix}, h_{dx}= \begin{bmatrix}0&0&0\\-1&1&0\\0&0&0\end{bmatrix}\]  
+\[h_3=\frac{1}{9}\begin{bmatrix}1&1&1\\1&1&1\\1&1&1\end{bmatrix}, h_{25}=\frac{1}{25}\begin{bmatrix}1&1&1&1&1\\1&1&1&1&1\\1&1&1&1&1\\1&1&1&1&1\\1&1&1&1&1\end{bmatrix}, h_{dx}= \begin{bmatrix}1&2&1\\2&4&2\\1&2&1\end{bmatrix}\]  
 
 \begin{figure}
   \centering
 
 \begin{figure}
   \centering
-  \subfigure[Moyenneur 3$\times$3]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_moy3.png}}  
-  \subfigure[Moyenneur 5$\times$5]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_moy5.png}}
-  \subfigure[Dérivateur horizontal]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_2dx.png}}  
-\caption{.}
+  \subfigure[Moyenneur 3$\times$3, PSNR=27.6dB MSSIM=0.34]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_moy3.png}}\quad  
+  \subfigure[Moyenneur 5$\times$5, PSNR=27.7dB MSSIM=0.38]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_moy5.png}}\quad
+  \subfigure[Filtre gaussien 3$\times$3, PSNR=27.4dB MSSIM=0.33]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_g3.png}}  
+\caption{Filtrage par convolution.}
 \label{fig-ny-convo}
 \end{figure}
 
 \label{fig-ny-convo}
 \end{figure}
 
-Le filtrage médian \ref{médian\_tukey} est également une opération très employée en prétraitement pour sa simplicité et ses propriétés de préservation des contours alliées à une capacité de réduction de bruit gaussien importante. 
+Le filtrage médian \cite{tukey77} est également une opération très employée en prétraitement pour sa simplicité et ses propriétés de préservation des contours alliées à une capacité de réduction de bruit gaussien importante. 
 La valeur du niveau de gris de chaque pixel est remplacée par la médiane des niveaux de gris des pixels voisins. Un des intérêts de ce filtre réside dans le fait que la valeur filtrée est une des valeurs du voisinage, contrairement à ce qui se produit lors d'une convolution. Un autre est de bien filtrer les valeurs extrêmes et par conséquent de trouver naturellement son application dans la réduction du bruit impulsionnel.
 La valeur du niveau de gris de chaque pixel est remplacée par la médiane des niveaux de gris des pixels voisins. Un des intérêts de ce filtre réside dans le fait que la valeur filtrée est une des valeurs du voisinage, contrairement à ce qui se produit lors d'une convolution. Un autre est de bien filtrer les valeurs extrêmes et par conséquent de trouver naturellement son application dans la réduction du bruit impulsionnel.
-Toutefois, la non-linéraité de cette technique et sa complexité n'en ont pas fait un filtre très utilisé jusqu'à ce que des implémentation efficaces soient proposées, en particulier le filtre à temps de calcul ``constant'' décrit dans  \ref{medianO(1)}. Il est à noter que le filtrage médian est souvent appliqué en plusieurs passes de voisinage restreint.
+Toutefois, la non-linéraité de cette technique et sa complexité n'en ont pas fait un filtre très utilisé jusqu'à ce que des implémentation efficaces soient proposées, en particulier le filtre à temps de calcul ``constant'' décrit par Perreault et Hebert \cite{4287006}. Il est à noter que le filtrage médian est souvent appliqué en plusieurs passes de voisinage restreint.
 La figure \ref{fig-ny-median} montre la réduction de bruit impulsionnel obtenu grâce au filtre médian, dans trois conditions distinctes : median 3$\times$3 en une ou deux passes, puis médian 5$\times$5.
 \begin{figure}
   \centering
 La figure \ref{fig-ny-median} montre la réduction de bruit impulsionnel obtenu grâce au filtre médian, dans trois conditions distinctes : median 3$\times$3 en une ou deux passes, puis médian 5$\times$5.
 \begin{figure}
   \centering
-  \subfigure[Médian 3$\times$3 une passe]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/median/ny256_sap25_med3.png}}  
-  \subfigure[Médian 3$\times$3 deux passes]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/median/ny256_sap25_med3x2.png}}
-  \subfigure[Médian 5$\times$5 une passe]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/median/ny256_sap25_med5.png}}  
+  \subfigure[Médian 3$\times$3 une passe, PSNR=26.4~dB MSSIM=0.90]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/median/ny256_sap25_med3.png}}  
+  \subfigure[Médian 3$\times$3 deux passes, PSNR=34.4~dB MSSIM=0.98]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/median/ny256_sap25_med3x2.png}}
+  \subfigure[Médian 5$\times$5 une passe, PSNR=35.1~dB MSSIM=0.98]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/median/ny256_sap25_med5.png}}  
 \caption{Réduction du bruit impulsionnel par filtre médian.}
 \label{fig-ny-median}
 \end{figure}
 
 \caption{Réduction du bruit impulsionnel par filtre médian.}
 \label{fig-ny-median}
 \end{figure}
 
-Le filtre bilatéral \ref{bilatéral\_filter} est une composition d'opérations que l'on  peut voir comme un  filtre de convolution dont les coefficients ne dépendraient pas uniquement de la position du pixel courant par rapport au pixel central, mais également de la différence de leurs intensités (cas des images en niveaux de gris). 
+Le filtre bilatéral \cite{710815} est une composition d'opérations que l'on  peut voir comme un  filtre de convolution dont les coefficients ne dépendraient pas uniquement de la position du pixel courant par rapport au pixel central, mais également de la différence de leurs intensités (cas des images en niveaux de gris). 
 Si l'on note $\Omega_k$ le voisinage du pixel d'indice $k$, l'expression générale du niveau de gris estimé est donnée par 
 \[\widehat{u_k}=\displaystyle\frac{\sum_{p\in \Omega_k}\left(F_S(x_p, x_k)F_I(v_p, v_k)v_p\right)}{\sum_{p\in\Omega_k }\left(F_S(x_p, x_k)F_I(v_p, v_k)\right)} \]
 où $F_S$ et $F_I$ sont les fonctions de pondération spatiale et d'intensité. Classiquement, $F_S$ et $F_I$ sont des gaussiennes de moyennes nulles et d'écarts type $\sigma_S$ et $\sigma_I$.
 Si l'on note $\Omega_k$ le voisinage du pixel d'indice $k$, l'expression générale du niveau de gris estimé est donnée par 
 \[\widehat{u_k}=\displaystyle\frac{\sum_{p\in \Omega_k}\left(F_S(x_p, x_k)F_I(v_p, v_k)v_p\right)}{\sum_{p\in\Omega_k }\left(F_S(x_p, x_k)F_I(v_p, v_k)\right)} \]
 où $F_S$ et $F_I$ sont les fonctions de pondération spatiale et d'intensité. Classiquement, $F_S$ et $F_I$ sont des gaussiennes de moyennes nulles et d'écarts type $\sigma_S$ et $\sigma_I$.
-Ce filtre se prête également bien à une utilisation en plusieurs passes sans flouter les contours. Des approximations séparables du filtre bilatéral, comme celle proposée dans \ref{bilateral-sep}, permettent d'obtenir des vitesses  d'exécution plus élevées que les versions standard. Une variante à temps de calcul constant à même été proposée en 2008 par Porikli \ref{dans bilateral-sep ref 1 porikli}.
+Ce filtre se prête également bien à une utilisation en plusieurs passes sans flouter les contours. Des approximations séparables du filtre bilatéral, comme celle proposée dans \cite{1521458}, permettent d'obtenir des vitesses  d'exécution plus élevées que les versions standard. Une variante à temps de calcul constant à même été proposée en 2008 par Porikli \cite{4587843}.
 Ce filtre permet un bon niveau de réduction de bruit gaussien, mais au prix d'un nombre de paramètres plus élevé à régler, ce qu'illustre la figure \ref{fig-ny-bilat} où le filtrage de la même image a été réalisé avec 9 combinaisons de $\sigma_S$ et $\sigma_I$.
 \begin{figure}
   \centering
 Ce filtre permet un bon niveau de réduction de bruit gaussien, mais au prix d'un nombre de paramètres plus élevé à régler, ce qu'illustre la figure \ref{fig-ny-bilat} où le filtrage de la même image a été réalisé avec 9 combinaisons de $\sigma_S$ et $\sigma_I$.
 \begin{figure}
   \centering
-\subfigure[$\sigma_S=1.0$ et $\sigma_I=0.1$]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_1_01.png}}
-\subfigure[$\sigma_S=1.0$ et $\sigma_I=0.5$]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_1_05.png}}
-\subfigure[$\sigma_S=1.0$ et $\sigma_I=1.0$]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_1_1.png}}\\ 
-\subfigure[$\sigma_S=2.0$ et $\sigma_I=0.1$]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_01.png}}
-\subfigure[$\sigma_S=2.0$ et $\sigma_I=0.5$]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_05.png}}
-\subfigure[$\sigma_S=2.0$ et $\sigma_I=1.0$]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_1.png}}\\  
-\subfigure[$\sigma_S=5.0$ et $\sigma_I=0.1$]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_5_01.png}}
-\subfigure[$\sigma_S=5.0$ et $\sigma_I=0.5$]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_5_05.png}}
-\subfigure[$\sigma_S=5.0$ et $\sigma_I=1.0$]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_5_1.png}}\\
+\subfigure[$\sigma_S=1.0$ et $\sigma_I=0.1$, PSNR=25.6~dB MSSIM=0.25]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_1_01.png}}
+\subfigure[$\sigma_S=1.0$ et $\sigma_I=0.5$, PSNR=28.0~dB MSSIM=0.36]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_1_05.png}}
+\subfigure[$\sigma_S=1.0$ et $\sigma_I=1.0$, PSNR=27.9~dB MSSIM=0.36]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_1_1.png}}\\ 
+\subfigure[$\sigma_S=2.0$ et $\sigma_I=0.1$, PSNR=26.7~dB MSSIM=0.29]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_01.png}}
+\subfigure[$\sigma_S=2.0$ et $\sigma_I=0.5$, PSNR=27.9~dB MSSIM=0.39]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_05.png}}
+\subfigure[$\sigma_S=2.0$ et $\sigma_I=1.0$, PSNR=27.5~dB MSSIM=0.38]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_1.png}}\\  
+\subfigure[$\sigma_S=5.0$ et $\sigma_I=0.1$, PSNR=26.8~dB MSSIM=0.29]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_5_01.png}}
+\subfigure[$\sigma_S=5.0$ et $\sigma_I=0.5$, PSNR=26.8~dB MSSIM=0.37]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_5_05.png}}
+\subfigure[$\sigma_S=5.0$ et $\sigma_I=1.0$, PSNR=25.9~dB MSSIM=0.36]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_5_1.png}}
 \caption{Réduction de bruit gaussien par filtrage bilatéral de voisinage 5$\times$5. $\sigma_S$ et $\sigma_I$ sont les écarts type des fonctions gaussiennes de pondération spatiale et d'intensité.}
 \label{fig-ny-bilat}
 \end{figure}
   
 \caption{Réduction de bruit gaussien par filtrage bilatéral de voisinage 5$\times$5. $\sigma_S$ et $\sigma_I$ sont les écarts type des fonctions gaussiennes de pondération spatiale et d'intensité.}
 \label{fig-ny-bilat}
 \end{figure}
   
-
 Beaucoup d'autres algorithmes basés sur des moyennes locales efféctuées sur des voisinages de formes diverses, variables et/ou adaptatives afin de sélectionner le plus finement possible les pixels pris en compte dans le calcul de la valeur filtrée. 
 Beaucoup d'autres algorithmes basés sur des moyennes locales efféctuées sur des voisinages de formes diverses, variables et/ou adaptatives afin de sélectionner le plus finement possible les pixels pris en compte dans le calcul de la valeur filtrée. 
-Le principal défaut de ces techniques dites de réduction de variance est de générer des aplats dans les zones homogènes et des marches d'escalier dans les zones de transition douce (staircase effect), ces dernières pouvant être considérablement atténuées comme il a été montré dans \ref{staircase-effect}.
+Le principal défaut de ces techniques dites de réduction de variance est de générer des aplats dans les zones homogènes et des marches d'escalier dans les zones de transition douce (staircase effect), ces dernières pouvant être considérablement atténuées comme il a été montré dans \cite{BuadesCM06}.
 
 \subsubsection{Les algorithmes par dictionnaire}
 
 \subsubsection{Les algorithmes par dictionnaire}
-Il s'agit ici de décrire l'image à débruiter en utilisant une base de fonctions permettant de décomposer l'image en une combinaison linéaire des éléments de cette base. Les bases les plus employées sont les ondelettes \ref{mallat2009-deladallep15, daubechie} ainsi que les fonctions sinusoïdales (DCT \ref{irfu}). Les éléments de la base peuvent être prédéterminés ou bien calculés à partir des données de l'image, par exemple en s'appuyant sur une analyse en composantes principales \ref{Aharon-2006 deladallep67}. 
+Ces algorithmes font l'hypothèse qu'il est possible de décrire l'image à débruiter en utilisant une base de fonctions permettant de décomposer l'image en une combinaison linéaire des éléments de cette base. Les bases les plus employées sont les ondelettes \cite{Mallat:2008:WTS:1525499, Daubechies:1992:TLW:130655} ainsi que les fonctions sinusoïdales (DCT \cite{1093941,strang1999discrete}). Les éléments de la base peuvent être prédéterminés ou bien calculés à partir des données de l'image, par exemple en s'appuyant sur une analyse en composantes principales ou après apprentissage \cite{elad2006image}. Le principe du débruitage est de considérer que le bruit est décorellé des fonctions de la base et donc représenté par les petits coefficients de la décomposition, que l'on peut annuler. Diverses politiques de seuillage peuvent alors être appliquées selon le type d'image et le modèle de bruit ayant chacune ses propres avantages et inconvénients. L'intérêt principal de ces méthodes est de bien restituer les transitions rapides (grande énergie), mais elles génèrent en revanche des artefacts dus aux possibles grands coefficients de bruit. 
+La figure \ref{fig-ny-dwt} illustre cela en montrant le résultat du débruitage obtenu par décomposition en ondelettes et seuillage ``dur''.
+Certains algorithmes récents, en particulier ceux utilisant une base d'ondelettes adaptative, comme dans \cite{elad2006image} sont proches, en terme de qualité, de l'état de l'art du domaine, avec souvent un avantage lié à des vitesses d'exécution assez rapides.
+
+\begin{figure}
+  \centering
+  \subfigure[$T=20$, PSNR=26.9~dB MSSIM=0.30]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt20.png}}
+  \subfigure[$T=35$, PSNR=27.6~dB MSSIM=0.36]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt.png}}
+  \subfigure[$T=70$, PSNR=26.7~dB MSSIM=0.37]{\includegraphics[width=4cm]{/home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt70.png}}
+\caption{Filtrage par décomposition en ondelettes et seuillage dur des coefficients inférieurs au seuil $T$.}
+\label{fig-ny-dwt}
+\end{figure}
+
 
 \subsection{Les techniques avancées}
 Les techniques de réduction de bruit les plus efficaces sont aujourd'hui celles qui reposent sur les propriétés d'auto-similarité ds images, on les appelles aussi les techniques par patchs. L'idée principale est, comme pour les techniques classiques à base de de voisinage, de rechercher un ensemble de pixels pertinents et comparables afin d'en faire une moyenne. Cependant, dans le cas des techniques à patchs, la recherche de cet ensemble ne se limite pas à un voisinage du pixel central, mais fait l'hypothèse qu'il existe des zones semblables au voisinage du pixel central, réparties dans l'image et pas nécessairement immédiatement contigues.
 Le moyennage s'effectue alors sur l'ensemble des ces zones identifiées.
 
 \subsection{Les techniques avancées}
 Les techniques de réduction de bruit les plus efficaces sont aujourd'hui celles qui reposent sur les propriétés d'auto-similarité ds images, on les appelles aussi les techniques par patchs. L'idée principale est, comme pour les techniques classiques à base de de voisinage, de rechercher un ensemble de pixels pertinents et comparables afin d'en faire une moyenne. Cependant, dans le cas des techniques à patchs, la recherche de cet ensemble ne se limite pas à un voisinage du pixel central, mais fait l'hypothèse qu'il existe des zones semblables au voisinage du pixel central, réparties dans l'image et pas nécessairement immédiatement contigues.
 Le moyennage s'effectue alors sur l'ensemble des ces zones identifiées.
-L'algorithme des Non-Local Means (NL-means \ref{nl-means}) fut le premier de cette lignée à être proposé, mais bien d'autres suivirent comme le BM3D et ses variantes qui représentent actuellement l'état de l'art en terme de qualité de débruitage \ref{bm3D}.  
- Les différences entre ces algorithmes résident essentiellement dans la méthode de recherche et d'identification des patchs similaires, incluant la possiblité de forme et taille variables. Une telle recherche est d'autant plus coûteuse en temps de calcul qu'elle est effectuée sur une zone étendue autour du pixel central et cela représente le principal inconvénient de ces techniques qui peuvent présenter des temps d'exécution prohibitifs dans l'optique d'un traitement en temps réel. 
+L'algorithme des moyennes non locales (NL-means, \cite{1467423}) fut parmi les premiers de cette lignée à être proposé et bien qu'ayant représenté un progrès notable dans la qualité de débruitage, fut rapidement suivi, en particulier par le BM3D et ses variantes qui représentent actuellement l'état de l'art en terme de qualité de débruitage \cite{Dabov06imagedenoising,Dabov09bm3dimage}.  
+ Les différences entre ces algorithmes résident essentiellement dans la méthode de recherche et d'identification des patchs similaires, incluant la possiblité de forme et taille variables. Une telle recherche est d'autant plus coûteuse en temps de calcul qu'elle est effectuée sur une zone étendue autour du patch central et cela représente le principal inconvénient de ces techniques qui peuvent présenter des temps d'exécution prohibitifs dans l'optique d'un traitement en temps réel.
+La figure \ref{fig-ny-nlm} montre des résultats de débruitage obtenus par la méthode des NL-means avec plusieurs combinaisons des paramètres de similarité des patchs et de non localité du voisinage, notés $f$ et $t$. La figure \ref{fig-ny-bm3d} montre quant-à elle le résultat du débruitage par BM3D. Les points forts de ces deux techniques sont, comme on le voit, la qualité du débruitage avec pour l'implémentation BM3D l'avantage de ne nécessiter aucun réglage de paramètres.
+\begin{figure}
+  \centering
+  \subfigure[$f=2$ et $t=2$, PSNR=28.5~dB MSSIM=0.37]{\includegraphics[width=3cm]{/home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_2_2_25.png}}\quad
+  \subfigure[$f=2$ et $t=5$, PSNR=28.6~dB MSSIM=0.38]{\includegraphics[width=3cm]{/home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_2_5_25.png}}\quad
+\subfigure[$f=5$ et $t=2$, PSNR=29.0~dB MSSIM=0.39]{\includegraphics[width=3cm]{/home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_5_2_25.png}}\quad
+\subfigure[$f=5$ et $t=5$, PSNR=29.0~dB MSSIM=0.40]{\includegraphics[width=3cm]{/home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_5_5_25.png}}
+\caption{Filtrage par NL-means pour différentes combinaisons des paramètres de similarité $f$ et de non localité $t$.}
+\label{fig-ny-nlm}
+\end{figure}
+\begin{figure}
+  \centering
+  \includegraphics[width=3cm]{/home/zulu/Documents/these_gilles/THESE/codes/bm3D/ny256_gauss25_bm3D.png}
+\caption{Filtrage par BM3D, PSNR=29.3~dB MSSIM=0.41}
+\label{fig-ny-bm3d}
+\end{figure}
 
 \section{Les implémentations GPU des algorithmes de filtrage}
 Le fabricant de processeurs graphiques Nvidia, seul type d'équipements dont nous disposons, fournit des implémentations performantes de certains prétraitements et algorithmes de filtrage. 
 
 \section{Les implémentations GPU des algorithmes de filtrage}
 Le fabricant de processeurs graphiques Nvidia, seul type d'équipements dont nous disposons, fournit des implémentations performantes de certains prétraitements et algorithmes de filtrage. 
-%TODO
-%Ajouter qq mots sur FFT, DCT utilisés dans irfu et que nous n'avons pas cherché à améliorer.
-C'est en particulier le cas de la convolution qui a fait l'objet d'une étude et d'une optimisation poussées pour déterminer la combinaison de solutions apportant la plus grande vitesse d'exécution \ref{convolution-soup-gtc09}. L'étude a testé 16 versions distinctes, chacune présentant une optimisation particulière quant-à l'organisation de la grille de calcul, aux types de transferts entre l'hôte et le GPU ainsi qu'au types de mémoire employé pour le calcul sur le GPU. Les résultats montrent que l'emploi de texture comme mémoire principale pour le stockage des images à traiter apporte un gain d'environ 50\% par rapport à l'utilisation de la mémoire globale. Par ailleurs, les transactions par paquets de 128 bits apportent également une amélioration sensible, ainsi que l'emploi de la mémoire partagée comme zone de travail pour le calcul des valeurs de sortie. Le traitement de référence effectué pour les mesures est la convolution générique (non séparable) d'une image 8 bits de 2048$\times$2048 pixels par un masque de convolution de 5$\times$5 pixels, expression que l'on raccourcira déronavant en \textit{convolution 5$\times$5}.
+C'est le cas des tranformées de fourrier (FFT, DCT), qui sont par exemple utilisées dans l'implémentation d'un algorithme d'\textit{inpainting} \cite{cmla2009Kes}. 
+C'est aussi vrai pour l'opération de convolution qui a fait l'objet d'une étude et d'une optimisation poussées pour déterminer la combinaison de solutions apportant la plus grande vitesse d'exécution \cite{convolutionsoup}. L'étude a testé 16 versions distinctes, chacune présentant une optimisation particulière quant-à l'organisation de la grille de calcul, aux types de transferts entre l'hôte et le GPU ainsi qu'au types de mémoire employé pour le calcul sur le GPU. Les résultats montrent que l'emploi de texture comme mémoire principale pour le stockage des images à traiter apporte un gain d'environ 50\% par rapport à l'utilisation de la mémoire globale. Par ailleurs, les transactions par paquets de 128 bits apportent également une amélioration sensible, ainsi que l'emploi de la mémoire partagée comme zone de travail pour le calcul des valeurs de sortie. Le traitement de référence effectué pour les mesures est la convolution générique (non séparable) d'une image 8 bits de 2048$\times$2048 pixels par un masque de convolution de 5$\times$5 pixels, expression que l'on raccourcira déronavant en \textit{convolution 5$\times$5}.
 Le meilleur résultat obtenu dans les conditions détaillées précédemment, sur architecture GT200 (carte GTX280) est de 1.4~ms pour le calcul, ce qui réalise un débit global de 945~MP/s lorsque l'on prend en compte les temps de transfert aller et retour des images (1.5~ms d'après nos mesures).
 Nous continuerons d'utiliser cette mesure de débit en \textit{Pixels par seconde} pour toutes les évaluations à venir ; elle permet en particulier de fournir des valeurs de performance indépendantes de la taille des images soumises au traitement.
 
 Le meilleur résultat obtenu dans les conditions détaillées précédemment, sur architecture GT200 (carte GTX280) est de 1.4~ms pour le calcul, ce qui réalise un débit global de 945~MP/s lorsque l'on prend en compte les temps de transfert aller et retour des images (1.5~ms d'après nos mesures).
 Nous continuerons d'utiliser cette mesure de débit en \textit{Pixels par seconde} pour toutes les évaluations à venir ; elle permet en particulier de fournir des valeurs de performance indépendantes de la taille des images soumises au traitement.
 
-Le filtre médian n'a pas fait l'objet d'autant de publications, peut-être en raison des implémentations CPU performantes et génériques que l'on a déjà évoquées \ref{median0(1)}. Néanmoins, une bibliothèque commerciale (LibJacket, ArrayFire) en propose une implémentation GPU dont nous avons pu mesurer les performances pour un masque de 3$\times$3 et qui est également prise comme référence par Sanchez \textit{et al.} pour évaluer les performances de leur propre implémentation appelée PCMF \ref{median sanchez x2}. Sur architecture GT200 (GTX260), les performances maximales de ces deux versions sont obtenues pour un masque de 3$\times$3 pixels avec respectivement 175~MP/s pour libJacket et 60~MP/s pour PCMF. 
-La figure \ref{fig-compare-jacket-pcmf}, tirée de \ref{median sanchez}, montre que le débit permis par la libJacket décroit très vite avec la taille du masque pour passer à 30~MP/s dès la taille 5$\times$5, alors que le PCMF décroit linéairement jusqu'à la taille 11$\times$11 où il permet encore de traiter quelque 40~MP/s. 
-Plus récemment, Sanchez \textit{et al.} ont actualisé leurs mesures sur architecture Fermi (GPU C2075) en comparant leur PCMF à la version ré-écrite en C de libJacket, nommée ArrayFire. Les courbes sont celles de la figure \ref{fig-compare-arrayfire-pcmf}, où l'on constate que les variations selon la taille du masque demeurent comparables, avec toutefois des valeurs de débit augmentées, avec près de 185~MP/s pour ArrayFire et 82~MP/s pour PCMF. Il faut aussi noter que certains codes sont plus performants sur l'ancienne architecture GT200 que sur la plus récente Fermi ; c'est le cas pour l'implémentation du médian incluse dans la bibliothèque ArrayFire et nous reviendrons sur les raisons de cette perte de performances constatée au passage à une architecture plus récente dans le chapitre consacré à notre implémentation du filtre médian.
+On connait peu de versions GPU du filtre médian, peut-être en raison des implémentations CPU performantes et génériques que l'on a déjà évoquées (voir par exemple \cite{4287006}) et dont le portage sur GPU ne laisse pas entrevoir de potentiel, ou bien reste à inventer. Néanmoins, une bibliothèque commerciale (LibJacket et ArrayFire) en propose une implémentation GPU dont nous avons pu mesurer les performances pour un masque de 3$\times$3 et qui est également prise comme référence par Sanchez \textit{et al.} pour évaluer les performances de leur propre implémentation appelée PCMF \cite{6288187}. Sur architecture GT200 (GTX260), les performances maximales de ces deux versions sont obtenues pour un masque de 3$\times$3 pixels avec respectivement 175~MP/s pour libJacket et 60~MP/s pour PCMF. 
+Une précédente implémentation avait été réalisée, basée sur l'algorithme BVM décrit dans \cite{5402362}. Elle prouve son efficacité dans l'élimination des artefacts générés par les dispositifs d'imagerie médicale magnétique en 3D \cite{chen09}, mais ne permet pas d'exploiter véritablement le parallélisme des GPU en filtrage d'image en 2D.
+La figure \ref{fig-compare-jacket-pcmf}, tirée de \cite{5402362}, compare ces trois implémentations et montre que le débit permis par la libJacket décroit très vite avec la taille du masque pour passer à 30~MP/s dès la taille 5$\times$5, alors que le PCMF décroit linéairement jusqu'à la taille 11$\times$11 où il permet encore de traiter quelque 40~MP/s. Ceci s'explique simplement par le fait que libJacket utilise un tri simple pour la sélection de la valeur médiane alors que le PCMF exploite les propriétés des histogrammes cumulés et n'est ainsi que très peu dépendant de la taille du masque. 
+Plus récemment, Sanchez \textit{et al.} ont actualisé leurs mesures sur architecture Fermi (GPU C2075) en comparant leur PCMF à la version ré-écrite en C de libJacket, nommée ArrayFire. Les courbes sont celles de la figure \ref{fig-compare-arrayfire-pcmf}, où l'on constate que les variations selon la taille du masque demeurent comparables, avec toutefois des valeurs de débit augmentées, avec près de 185~MP/s pour ArrayFire et 82~MP/s pour PCMF. 
+Parallèlement, on trouve aussi des implémentations de filtre médian dans des traitements plus complexes comme dans \cite{aldinucci2012parallel} où les auteurs décrivent la plus récente évolution de leur technique itérative de réduction de bruit impulsionnel, sans qu'il soit possible d'évaluer le débit du médian seul. 
+Il faut noter enfin que certains codes sont plus performants sur l'ancienne architecture GT200/Tesla que sur la plus récente Fermi ; c'est le cas pour l'implémentation du médian incluse dans la bibliothèque ArrayFire et nous reviendrons sur les raisons de cette perte de performances constatée au passage à une architecture plus récente dans le chapitre consacré à notre implémentation du filtre médian.
   
   
-Le filtre bilatéral a été plus abordé et un certain nombre de publications font état d'implémentations véritablement rapides. Il est néanmoins parfois difficile de les comparer sans disposer des codes sources, en raison de conditions de test très variables, en particulier en ce qui concerne le modèle de GPU et la taille du masque . Ceci étant précisé, on peut prendre comme référence initiale la version proposée par Nvidia dans le SDK CUDA et nommée ``ImageDenoising''. Elle permet d'exécuter sur GPU GTX480 un filtre bilatéral 7$\times$7 sur une image, déjà en mémoire GPU, de 1~MPixels en 0.411~ms.  
-
+Le filtre bilatéral a été plus abordé et un certain nombre de publications font état d'implémentations rapides. 
+Une implémentation à temps constant en est proposée par Yang \textit{et al.} \cite{5206542} et s'exécute entre 3.7~ms et 15~ms pour une image de 1~MP. Cela ne constitue pas une référence de vitesse pour les masques de petite taille, mais devient compétitif pour des masque de grande taille (plus de 400 pixels dans le voisinage).
+Une autre plus classique, employée dans la génération des images médicales tomographiques, annonce 16~ms pour un masque de 11$\times$11 sur une image de 0.25~MP.
+Il demeure souvent  difficile de comparer les implémentations sans disposer des codes sources, en raison de conditions de test très variables, en particulier en ce qui concerne le modèle de GPU et la taille du masque. 
+Ceci étant précisé, on peut prendre comme première référence la version proposée par Nvidia dans le SDK CUDA et nommée ``ImageDenoising''. Elle permet d'exécuter sur GPU GTX480 un filtre bilatéral 7$\times$7 sur une image, déjà en mémoire GPU, de 1~MPixels en 0.411~ms, pour un débit global de 133~MP/s.
+Dans \cite{zheng2011performance}, les auteurs présentent un cadre général pour optimiser l'accès aux données par les différents kernels en utilisant la mémoire partagée par les threads d'un même bloc. 
+Le principe est de pré-charger les valeurs utiles au bloc de threads dans la mémoire partagée, cela comprend les valeurs (niveaux de gris) des pixels associés aux threads ainsi que le halo correspondant aux voisinages des pixels de la bande périphérique. On appelle communément cet ensemble la \textit{region of interest} ou ROI. 
+Ils appliquent ensuite leur recette à l'implémentation d'un filtre bilatéral et d'un filtre à moyennes non locales (NL-means). Concernant le filtre bilatéral, ils pré-calculent aussi les coefficients de la pondération spatiale, alors que ceux de la pondération d'intensité resent calculés à la volée.
+Ces deux optimisations permettent un gain de 20\% sur le temps de calcul du filtre bilatéral pour arriver à 0.326~ms dans les mêmes conditions que ci-dessus. Toutefois, le débit global ne gagne que très peu (132~MP/s) en raison de la prépondérance des temps de tranfert annoncés à 7.5~ms pour l'image de 1~MP.
+Ce travail d'optimisation ne perd toutefois pas son intérêt, en ce sens où si le filtre fait partie d'une chaîne de traitement entièrement exécutée par le GPU, le transfert des données n'a besoin d'être effectué qu'une seule fois en tout début et en toute fin de traitement.  
+Enfin, l'implémentation qui semble à ce jour la plus performante s'attache à réduire les redondances de calculs et parvient à filtrer une image de 9~MP avec un masque de 21$\times$21 en seulement 200~ms, soir un débit de 47~MP/s hors transfers.
+  
+Intuitivement, les algorithmes à base de patches paraissent moins adaptés au parallèlisme des GPU, du fait de la nécessité d'accéder à un voisinage étendu autour de chaque pixel. On recense malgré tout quelques implémentations dont celle présente dans le SDK CUDA qui fait cependant l'hypothèse que les coefficients de pondération spatiale sont localement constants.   
+Dans \cite{PALHANOXAVIERDEFONTES}, le modèle de bruit employé vise une adaptation aux images échographiques présentant du bruit proche du speckle. Dans cette implémentation, aucune approximation des coefficients n'est faite, mais la taille maximale du patch est limitée par la quantité de mémoire partagée disponible pour chaque bloc de threads. 
+Une version plus récente implémente exactement l'algorithme original \cite{nlmeansgpubelge} en proposant des optimisations algorithmiques exploitant la symétrie des coefficients spatiaux ainsi que l'interprétation du calcul de la similarité comme une convolution séparable, opération aisément parallélisable sur GPU, comme nous le détaillerons plus loin. Les auteurs parviennent ainsi à filtrer des séquences vidéo couleur de dimension 720$\times$480 à plus de 30~fps en améliorant le PSNR de 16~dB (la séquence bruitée présentant un PSNR de 20~dB). 
 
 \section{Les techniques de segmentation}
 La segmentation représente également un enjeu important dans le domaine du traitement d'image et à ce titre a fait l'objet d'abondants travaux et publications touchant les nombreux cas d'analyse dans lesquels une segmentation est utilisée. On peut citer la reconnaissance de formes, la détections et/ou la poursuite de cibles, la cartographie, le diagnostique médical, l'interaction Homme-machine, la discrimination d'arrière plan, etc.
 
 \section{Les techniques de segmentation}
 La segmentation représente également un enjeu important dans le domaine du traitement d'image et à ce titre a fait l'objet d'abondants travaux et publications touchant les nombreux cas d'analyse dans lesquels une segmentation est utilisée. On peut citer la reconnaissance de formes, la détections et/ou la poursuite de cibles, la cartographie, le diagnostique médical, l'interaction Homme-machine, la discrimination d'arrière plan, etc.
@@ -170,12 +219,12 @@ Dans cette définition, le caractère \textit{homogène} s'entend au sens d'un c
 Devant la diversité des cas à traiter et des objectifs à atteindre, on sait aujourd'hui qu'à l'instar du filtre unique, la méthode universelle de segmentation n'existe pas et qu'une bonne segmentation est celle qui conduit effectivement à l'extraction des structures pertinentes d'une image selon l'interprétation qui doit en être faite.
 
 Les éléments constitutifs de la segmentation sont soit des régions, soit des contours. Les deux notions sont complémentaires étant donné que les contours délimitent des régions, mais les techniques de calcul basés sur l'un ou l'autre de ces éléments relèvent d'abords différents.
 Devant la diversité des cas à traiter et des objectifs à atteindre, on sait aujourd'hui qu'à l'instar du filtre unique, la méthode universelle de segmentation n'existe pas et qu'une bonne segmentation est celle qui conduit effectivement à l'extraction des structures pertinentes d'une image selon l'interprétation qui doit en être faite.
 
 Les éléments constitutifs de la segmentation sont soit des régions, soit des contours. Les deux notions sont complémentaires étant donné que les contours délimitent des régions, mais les techniques de calcul basés sur l'un ou l'autre de ces éléments relèvent d'abords différents.
-Les algorithmes de segmentation orientés régions s'appuient pour beaucoup sur des techniques de regroupement, ou \textit{clustering}, pour l'identification et le peuplement des régions. Ce lien trouve son origine dans la psychologie du \textit{gestalt} \ref{biblio_web} où l'on considère que la perception conceptuelle s'élabore au travers de regroupements visuel d'éléments.
+Les algorithmes de segmentation orientés régions s'appuient pour beaucoup sur des techniques de regroupement, ou \textit{clustering}, pour l'identification et le peuplement des régions. Ce lien trouve son origine dans la psychologie du \textit{gestalt} \cite{humphrey1924psychology} où l'on considère que la perception conceptuelle s'élabore au travers de regroupements visuel d'éléments.
 La plupart des approches proposées jusqu'à très récemment consistent à minimiser une fonction d'énergie qui n'a pas de solution formelle et que l'on résout donc à l'aide de techniques numériques, souvent itératives.   
 
 \subsection{Analyse d'histogramme}
 Les techniques les plus simples à mettre en \oe uvre en segmentation sont les techniques de seuillage, basées sur une analyse de l'histogramme des niveaux de gris (ou de couleurs) et cherchant à en distinguer les différentes classes comme autant d'occurrences représentant des \textit{régions} homogènes.
 La plupart des approches proposées jusqu'à très récemment consistent à minimiser une fonction d'énergie qui n'a pas de solution formelle et que l'on résout donc à l'aide de techniques numériques, souvent itératives.   
 
 \subsection{Analyse d'histogramme}
 Les techniques les plus simples à mettre en \oe uvre en segmentation sont les techniques de seuillage, basées sur une analyse de l'histogramme des niveaux de gris (ou de couleurs) et cherchant à en distinguer les différentes classes comme autant d'occurrences représentant des \textit{régions} homogènes.
-Différents critères peuvent être appliqués pour cette analyse, visant par exemple à maximiser la variance \ref{otsu79} ou encore à maximiser le contraste pour déterminer les valeurs pertinentes des seuils. 
+Différents critères peuvent être appliqués pour cette analyse, visant par exemple à maximiser la variance \cite{otsu79} ou encore à maximiser le contraste pour déterminer les valeurs pertinentes des seuils. 
 Malgré la multitude de variantes proposées, ces méthodes demeurent toutefois peu robustes et présentent l'inconvénient majeur de ne pas garantir la connexité des régions déterminées. On les réserve à des applications très spécifiques où, par exemple, on dispose d'une image de référence dont l'histogramme peut être comparé à celui des images à traiter. C'est le cas de certaines application de contrôle industriel où la simplicité algorithmique permet de surcroît des implémentations très rapides, voire câblées.
 Ces techniques sont aujourd'hui considérées comme rudimentaires mais les calculs d'histogrammes et les analyses associées interviennent dans beaucoup d'algorithmes récents parmi les plus évolués et performants. 
 La figure \ref{fig-histo-cochon} illustre le traitement typique de l'histogramme de l'image d'entrée \ref{fig-histo-cochon-a} dans le but de distinguer les deux régions du fond et du cochon (la cible). La première étape consiste à dresser l'histogramme des niveaux de gris sur tout le domaine de l'image \ref{fig-histo-cochon-b}. Il faut ensuite identifier le seuil de séparation des deux régions supposées, ici, homogènes au sens des valeurs de niveau de gris. Une estimation visuelle peut-être faite, mais on voit immédiatement que même dans une situation aussi claire, le choix du seuil n'est pas évident. Pour un traitement automatique, on peut par exemple proposer la technique itérative présentée par l'Algorithme  \ref{algo-histo-cochon} qui conduit à la segmentation de la figure \ref{fig-histo-cochon-c}. L'image \ref{fig-histo-cochon-d} est l'image initiale, corrompue par un bruit gaussien de moyenne nulle et d'écart type 25 . Les résultats de la segmentation (\ref{fig-histo-cochon-c} et \ref{fig-histo-cochon-f}) de cette image sont clairement insuffisants le segment de la cible comporte des discontinuités et dans le cas de l'image bruitée,  des pixels orphelins épars demeurent en quantité. Cette technique nécessiterait une étape supplémentaire pour disposer d'une segmentation pertinente.
 Malgré la multitude de variantes proposées, ces méthodes demeurent toutefois peu robustes et présentent l'inconvénient majeur de ne pas garantir la connexité des régions déterminées. On les réserve à des applications très spécifiques où, par exemple, on dispose d'une image de référence dont l'histogramme peut être comparé à celui des images à traiter. C'est le cas de certaines application de contrôle industriel où la simplicité algorithmique permet de surcroît des implémentations très rapides, voire câblées.
 Ces techniques sont aujourd'hui considérées comme rudimentaires mais les calculs d'histogrammes et les analyses associées interviennent dans beaucoup d'algorithmes récents parmi les plus évolués et performants. 
 La figure \ref{fig-histo-cochon} illustre le traitement typique de l'histogramme de l'image d'entrée \ref{fig-histo-cochon-a} dans le but de distinguer les deux régions du fond et du cochon (la cible). La première étape consiste à dresser l'histogramme des niveaux de gris sur tout le domaine de l'image \ref{fig-histo-cochon-b}. Il faut ensuite identifier le seuil de séparation des deux régions supposées, ici, homogènes au sens des valeurs de niveau de gris. Une estimation visuelle peut-être faite, mais on voit immédiatement que même dans une situation aussi claire, le choix du seuil n'est pas évident. Pour un traitement automatique, on peut par exemple proposer la technique itérative présentée par l'Algorithme  \ref{algo-histo-cochon} qui conduit à la segmentation de la figure \ref{fig-histo-cochon-c}. L'image \ref{fig-histo-cochon-d} est l'image initiale, corrompue par un bruit gaussien de moyenne nulle et d'écart type 25 . Les résultats de la segmentation (\ref{fig-histo-cochon-c} et \ref{fig-histo-cochon-f}) de cette image sont clairement insuffisants le segment de la cible comporte des discontinuités et dans le cas de l'image bruitée,  des pixels orphelins épars demeurent en quantité. Cette technique nécessiterait une étape supplémentaire pour disposer d'une segmentation pertinente.
@@ -193,8 +242,8 @@ La figure \ref{fig-histo-cochon} illustre le traitement typique de l'histogramme
 \end{figure}
  
 \begin{algorithm}
 \end{figure}
  
 \begin{algorithm}
-  \SetNlSty{textbf}{}{:}
-  \SetKwComment{Videcomment}{}{}
+  %\SetNlSty{textbf}{}{:}
+  %\SetKwComment{Videcomment}{}{}
 \caption{Calcul du seuil de séparation des segments de l'histogramme.}   
 \label{algo-histo-cochon}
 $\overline{h} \leftarrow $ histogramme sur l'image \;
 \caption{Calcul du seuil de séparation des segments de l'histogramme.}   
 \label{algo-histo-cochon}
 $\overline{h} \leftarrow $ histogramme sur l'image \;
@@ -212,7 +261,7 @@ $\epsilon \leftarrow 1$ \;
 Un autre formalisme qui a généré une vaste classe d'algorithmes de segmentation est celui des graphes et repose sur l'idée que les régions de l'image sont représentées par les n\oe uds du graphe, alors que les liens traduisent les relations de voisinage existant entre les régions.
 L'idée de base est d'initialiser le graphe avec un n\oe ud pour chaque pixel. La segmentation est obtenue par simplification itérative du graphe, en évaluant les liens et en déterminant ceux à supprimer et ce, jusqu'à convergence.
 L'essentiel de la problématique réside donc dans la métrique retenue pour évaluer les liens ainsi que dans le critère de sélection et là encore, la littérature regorge d'une grande variété de propositions.
 Un autre formalisme qui a généré une vaste classe d'algorithmes de segmentation est celui des graphes et repose sur l'idée que les régions de l'image sont représentées par les n\oe uds du graphe, alors que les liens traduisent les relations de voisinage existant entre les régions.
 L'idée de base est d'initialiser le graphe avec un n\oe ud pour chaque pixel. La segmentation est obtenue par simplification itérative du graphe, en évaluant les liens et en déterminant ceux à supprimer et ce, jusqu'à convergence.
 L'essentiel de la problématique réside donc dans la métrique retenue pour évaluer les liens ainsi que dans le critère de sélection et là encore, la littérature regorge d'une grande variété de propositions.
-Nous pouvons retenir que les premières d'entre elles, qui n'étaient pas spécifiquement dédiées à la segmentation d'images numériques mais au regroupement d'éléments répartis sur un domaine (1D ou 2D), ont été élaborées autour d'une mesure locale des liens basée sur la distance entre les éléments. La réduction du graphe est ensuite effectuée en utilisant un algorithme spécifique, comme le \textit{minimum spanning tree}, dont l'application a été décrite dès 1970 dans \ref{slac-pub-0672} et où il s'agit simplement de supprimer les liens \textit{inconsistants}, c'est à dire ceux dont le poids est significativement plus élevé que la moyenne des voisins se trouvant de chaque coté du lien en question.
+Nous pouvons retenir que les premières d'entre elles, qui n'étaient pas spécifiquement dédiées à la segmentation d'images numériques mais au regroupement d'éléments répartis sur un domaine (1D ou 2D), ont été élaborées autour d'une mesure locale des liens basée sur la distance entre les éléments. La réduction du graphe est ensuite effectuée en utilisant un algorithme spécifique, comme le \textit{minimum spanning tree}, dont l'application a été décrite dès 1970 dans \cite{slac-pub-0672} et où il s'agit simplement de supprimer les liens \textit{inconsistants}, c'est à dire ceux dont le poids est significativement plus élevé que la moyenne des voisins se trouvant de chaque coté du lien en question.
 L'extension a rapidement été faite aux images numériques en ajoutant l'intensité des pixels au vecteur des paramètres pris en compte dans l'évaluation du poids des liens.
 D'autres critères de simplification ont aussi été élaborés, avec pour ambition de toujours mieux prendre en compte les caractéristiques structurelles globales des images pour prétendre à une segmentation qui conduise à une meilleure perception conceptuelle.
 Le principe général des solutions actuelles est proche de l'analyse en composantes principales appliquée à une matrice de similarité qui traduit les liens entre les segments.
 L'extension a rapidement été faite aux images numériques en ajoutant l'intensité des pixels au vecteur des paramètres pris en compte dans l'évaluation du poids des liens.
 D'autres critères de simplification ont aussi été élaborés, avec pour ambition de toujours mieux prendre en compte les caractéristiques structurelles globales des images pour prétendre à une segmentation qui conduise à une meilleure perception conceptuelle.
 Le principe général des solutions actuelles est proche de l'analyse en composantes principales appliquée à une matrice de similarité qui traduit les liens entre les segments.
@@ -227,11 +276,11 @@ On construit ensuite la matrice de connectivité $D$, diagonale et dont les él
 \[d_{i} = \displaystyle\sum_jw_{ij}\]
 
 Le système dont on cherche les valeurs propres $\lambda_k$ et les vecteurs propres associés $Y_k$ est alors le suivant :
 \[d_{i} = \displaystyle\sum_jw_{ij}\]
 
 Le système dont on cherche les valeurs propres $\lambda_k$ et les vecteurs propres associés $Y_k$ est alors le suivant :
-\[\left(D-W)Y=\lambda DY \]
+\[\left(D-W)\right)Y=\lambda DY \]
 
 
-Parmi les méthodes reposant sur ce principe, on peut citer, par ordre chronologique, celles qui reposent sur le \textit{graphe optimal} de Wu et Leahy \ref{wulealy_1993} et plus récemment \ref{cf_notes x5}. Le principal point faible de ces techniques réside essentiellement dans la difficulté  à trouver un compromis acceptable entre identification de structures globales et préservation des éléments de détails. Cela se traduit dans la pratique par un ensemble de paramètres à régler pour chaque type de segmentation à effectuer.
+Parmi les méthodes reposant sur ce principe, on peut citer, par ordre chronologique, celles qui reposent sur le \textit{graphe optimal} de Wu et Leahy \cite{wulealy_1993} et plus récemment \cite{cf-notes-x5}. Le principal point faible de ces techniques réside essentiellement dans la difficulté  à trouver un compromis acceptable entre identification de structures globales et préservation des éléments de détails. Cela se traduit dans la pratique par un ensemble de paramètres à régler pour chaque type de segmentation à effectuer.
 Cependant, elles sont employées dans les algorithmes de haut niveau les plus récents, comme nous le verrons plus loin.
 Cependant, elles sont employées dans les algorithmes de haut niveau les plus récents, comme nous le verrons plus loin.
-La figure \ref{fig-graph-cochon} montre un exemple de l'application de l'algorithme \textit{normalized cuts} décrit dans \ref{sm-ncuts pami2000} et implémenté par Cour, Yu et Shi en 2004. Cette implémentation utilise des valeurs pré-établies des paramètres de calcul de la matrice de similarité produisant de bonnes segmentations d'objets et/ou personnes dans les images naturelles, mais requiert de prédéterminer le nombre de segments à obtenir. Les images de la figure représentent les résultats obtenus avec un nombre de segments variant de 2 à 5 et montrent qu'il difficile de trouver un compromis acceptable. Enfin, les temps d'exécutions peuvent devenir très rapidement prohibitifs, même avec des implémentations plus optimisées. Pour information, les résultats de la figure \ref{fig-graph-cochon} ont été obtenus en 1.5~s environ (Matlab R2010 sur CPU intel core i5-2520M @ 2.50GHz - linux 3.2.0) 
+La figure \ref{fig-graph-cochon} montre un exemple de l'application de l'algorithme \textit{normalized cuts} décrit dans \cite{sm-ncuts-pami2000} et implémenté par Cour, Yu et Shi en 2004. Cette implémentation utilise des valeurs pré-établies des paramètres de calcul de la matrice de similarité produisant de bonnes segmentations d'objets et/ou personnes dans les images naturelles, mais requiert de prédéterminer le nombre de segments à obtenir. Les images de la figure représentent les résultats obtenus avec un nombre de segments variant de 2 à 5 et montrent qu'il difficile de trouver un compromis acceptable. Enfin, les temps d'exécutions peuvent devenir très rapidement prohibitifs, même avec des implémentations plus optimisées. Pour information, les résultats de la figure \ref{fig-graph-cochon} ont été obtenus en 1.5~s environ (Matlab R2010 sur CPU intel core i5-2520M @ 2.50GHz - linux 3.2.0) 
 \begin{figure}
   \centering
   \subfigure[$s = 2$]{\includegraphics[width=3cm]{/home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_2seg.png}}
 \begin{figure}
   \centering
   \subfigure[$s = 2$]{\includegraphics[width=3cm]{/home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_2seg.png}}
@@ -250,14 +299,14 @@ Il s'agit simplement de minimiser l'erreur quadratique totale, ce qui peut se r
 où $\mu_i$ représente la valeur affectée au segment $\Omega_i$, i.e la valeur moyenne des observations $v_k$ sur $\Omega_i$, et $\displaystyle{\bigcup_{i\in[1..C]}\Omega_i=\Omega}$ 
 
 Cette idée est très intuitive et simple, mais n'a pas souvent de solution explicite, d'autant que le nombre des segments est \textit{a priori} inconnu.
 où $\mu_i$ représente la valeur affectée au segment $\Omega_i$, i.e la valeur moyenne des observations $v_k$ sur $\Omega_i$, et $\displaystyle{\bigcup_{i\in[1..C]}\Omega_i=\Omega}$ 
 
 Cette idée est très intuitive et simple, mais n'a pas souvent de solution explicite, d'autant que le nombre des segments est \textit{a priori} inconnu.
-Dès 1965, Mac Queen a proposé l'appellation k-means pour cette procédure itérative de regroupement \ref{kmeans_1965} qui débute avec $k$ groupes d'un seul pixel\footnote{Dans son article, MacQueen ne parle pas de pixel mais de point. En effet, la méthode décrite ne visait pas à segmenter des images, mais des données de natures diverses.}
+Dès 1965, Mac Queen a proposé l'appellation k-means pour cette procédure itérative de regroupement \cite{kmeans-1965} qui débute avec $k$ groupes d'un seul pixel\footnote{Dans son article, MacQueen ne parle pas de pixel mais de point. En effet, la méthode décrite ne visait pas à segmenter des images, mais des données de natures diverses.}
 pris au hasard, puis d'ajouter chaque point au groupe dont la moyenne est la plus proche de la valeur du point à ajouter. La moyenne du groupe nouvellement agrandi doit alors être recalculée avant le prochain ajout.
 Cette implémentation est extrêmement simple à mettre en \oe uvre \footnote{Même si en 1965, rien n'était simple à programmer} mais elle possède de nombreux défaut dont le principal est qu'elle ne converge pas nécessairement vers le regroupement optimal, même si on connait la ``bonne'' valeur de $k$. 
 Un autre est d'être très dépendant du choix des $k$ éléments initiaux, en nombre et en position.
 
 Toutefois, vraisemblablement du fait de sa simplicité d'implémentation et de temps d'exécution rapides, la communauté scientifique s'est beaucoup penchée sur cette méthode pour en compenser les défauts, jusqu'à en faire une des plus employées, en particulier par les statisticiens.
 pris au hasard, puis d'ajouter chaque point au groupe dont la moyenne est la plus proche de la valeur du point à ajouter. La moyenne du groupe nouvellement agrandi doit alors être recalculée avant le prochain ajout.
 Cette implémentation est extrêmement simple à mettre en \oe uvre \footnote{Même si en 1965, rien n'était simple à programmer} mais elle possède de nombreux défaut dont le principal est qu'elle ne converge pas nécessairement vers le regroupement optimal, même si on connait la ``bonne'' valeur de $k$. 
 Un autre est d'être très dépendant du choix des $k$ éléments initiaux, en nombre et en position.
 
 Toutefois, vraisemblablement du fait de sa simplicité d'implémentation et de temps d'exécution rapides, la communauté scientifique s'est beaucoup penchée sur cette méthode pour en compenser les défauts, jusqu'à en faire une des plus employées, en particulier par les statisticiens.
-On compte aussi beaucoup de variantes telles les \textit{k-centers} \ref{k_centers} et les \textit{k-médians} \ref{k_medians} qui n'employent pas la moyenne arithmétique comme expression du ``centre'' d'un segment. 
-Des solutions ont aussi été apportées pour l'estimation de $k$ en employant, par exemple, un critère de vraisemblance pour choisir la meilleure valeur de $k$ dans un intervalle donné \ref{x-means}.
+On compte aussi beaucoup de variantes telles les \textit{k-centers} \cite{k-centers} et les \textit{k-médians} \cite{k-medians} qui n'employent pas la moyenne arithmétique comme expression du ``centre'' d'un segment. 
+Des solutions ont aussi été apportées pour l'estimation de $k$ en employant, par exemple, un critère de vraisemblance pour choisir la meilleure valeur de $k$ dans un intervalle donné \cite{x-means}.
 À titre d'illustration et de comparaison, l'image du cochon a été traitée par une implémentation naïve de l'algorithme original des \textit{k-means} en donnant successivement au nombre de segments les valeurs $s=2$ à $s=5$. Les résultats sont reproduits à la figure \ref{fig-kmeans-cochon} et montrent encore une fois l'influence de $s$ sur la segmentation.
 \begin{figure}
   \centering
 À titre d'illustration et de comparaison, l'image du cochon a été traitée par une implémentation naïve de l'algorithme original des \textit{k-means} en donnant successivement au nombre de segments les valeurs $s=2$ à $s=5$. Les résultats sont reproduits à la figure \ref{fig-kmeans-cochon} et montrent encore une fois l'influence de $s$ sur la segmentation.
 \begin{figure}
   \centering
@@ -269,11 +318,11 @@ Des solutions ont aussi été apportées pour l'estimation de $k$ en employant,
 \label{fig-kmeans-cochon}
 \end{figure}
 
 \label{fig-kmeans-cochon}
 \end{figure}
 
-Un algorithme initiallement proposé en 1975 par Fukunaga et Hostetler \ref{Lestimation_html} permet de manière plus générique de déterminer le nombre de segments, ou modes, ainsi que les points, ou pixels, qui les composent. Il cherche pour ce faire à localiser les $k$ positions ou le gradient de densité s'annule. 
+Un algorithme initiallement proposé en 1975 par Fukunaga et Hostetler \cite{Lestimation-html} permet de manière plus générique de déterminer le nombre de segments, ou modes, ainsi que les points, ou pixels, qui les composent. Il cherche pour ce faire à localiser les $k$ positions ou le gradient de densité s'annule. 
 Il utilisé un voisinage pondére (ou \textit{kernel}) et détermine le centre de masse des segments en suivant itérativement le gradient de densité dans le voisinage autour de chaque élément du domaine. Lorsque l'algorithme à convergé, les $k$ segments sont identifiés et continennent chacun l'ensemble des points qui ont conduit à leur centre de masse respectif.
 Il utilisé un voisinage pondére (ou \textit{kernel}) et détermine le centre de masse des segments en suivant itérativement le gradient de densité dans le voisinage autour de chaque élément du domaine. Lorsque l'algorithme à convergé, les $k$ segments sont identifiés et continennent chacun l'ensemble des points qui ont conduit à leur centre de masse respectif.
-Étonnement, malgré ses qualités intrinsèques, cet algorithme du \textit{mean-shift} est resté longtemps sans susciter de grand intérêt, jusqu'à l'étude de Cheng \ref{meanshift_1995} qui en a demontré les propriétés et établi les lien avec d'autres techniques d'optimisation commme la descente/montée de gradient ou de filtrage commme le floutage.
-Comaniciu et Peer ont alors étendu l'étude et proposé une application à la segmentation en utilisant l'espace colorimétrique CIELUV \ref{Computer Graphics by Foley, van Dam, Feiner, and Hughes, published by Addison-Wesley, 1990} et montré qu'elle permettait une meilleure identification des modes de l'image \ref{mean_shift 1999 2002}.
-Une implémentation de la variante proposée par Keselman et Micheli-Tzanakou dans \ref{yket1999} appliquée à notre image de test fournit les résultats reproduits à la figure  \ref{fig-meanshift-cochon}. Pour se rapprocher des traitements précédents, nous avons identifié, par essais successifs, les tailles de voisinage conduisant à des nombre de segments identiques à ceux des figures précedentes (de 2 à 5). Le volume minimal admis pour un segment à été arbitrairement fixé à 100 pixels. 
+Étonnement, malgré ses qualités intrinsèques, cet algorithme du \textit{mean-shift} est resté longtemps sans susciter de grand intérêt, jusqu'à l'étude de Cheng \cite{meanshift_1995} qui en a demontré les propriétés et établi les lien avec d'autres techniques d'optimisation commme la descente/montée de gradient ou de filtrage commme le floutage.
+Comaniciu et Peer ont alors étendu l'étude et proposé une application à la segmentation en utilisant l'espace colorimétrique CIELUV \cite{Computer-Graphics-by-Foley-van-Dam-Feiner-and-Hughes-published-by-Addison-Wesley-1990} et montré qu'elle permettait une meilleure identification des modes de l'image \cite{mean-shift-1999,2002}.
+Une implémentation de la variante proposée par Keselman et Micheli-Tzanakou dans \cite{yket1999} appliquée à notre image de test fournit les résultats reproduits à la figure  \ref{fig-meanshift-cochon}. Pour se rapprocher des traitements précédents, nous avons identifié, par essais successifs, les tailles de voisinage conduisant à des nombre de segments identiques à ceux des figures précedentes (de 2 à 5). Le volume minimal admis pour un segment à été arbitrairement fixé à 100 pixels. 
 \begin{figure}
   \centering
   \subfigure[$r=100 \Rightarrow s = 2$]{\includegraphics[width=3cm]{/home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshift_r100m100.png}}
 \begin{figure}
   \centering
   \subfigure[$r=100 \Rightarrow s = 2$]{\includegraphics[width=3cm]{/home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshift_r100m100.png}}
@@ -305,7 +354,7 @@ et
 L'idée générale de l'algorithme du \textit{snake} est de trouver une courbe $S$ qui minimise l'énergie totale $E_{snake}$. 
 Ici encore, la résolution du problème revient donc à minimiser une fonction sous contrainte et les diverses techniques de résolution numérique peuvent s'appliquer comme pour les autres classes d'algorithmes itératifs présentés précédemment, avec ici encore, un nombre de paramètres à régler assez important. Notons également que dans le cas général, les paramètres notés $\alpha$ et $\beta$, que l'on qualifie aussi d'élasticité et de raideur, sont aussi des fonctions de l'abscisse curviligne $s$. La fonction $G_{\sigma}$ est la fonction d'attraction aux forts gradients de l'image. 
 
 L'idée générale de l'algorithme du \textit{snake} est de trouver une courbe $S$ qui minimise l'énergie totale $E_{snake}$. 
 Ici encore, la résolution du problème revient donc à minimiser une fonction sous contrainte et les diverses techniques de résolution numérique peuvent s'appliquer comme pour les autres classes d'algorithmes itératifs présentés précédemment, avec ici encore, un nombre de paramètres à régler assez important. Notons également que dans le cas général, les paramètres notés $\alpha$ et $\beta$, que l'on qualifie aussi d'élasticité et de raideur, sont aussi des fonctions de l'abscisse curviligne $s$. La fonction $G_{\sigma}$ est la fonction d'attraction aux forts gradients de l'image. 
 
-Dans sa version originale proposée par Kass \textit{et al.} en 1988 \ref{snake_kass_1988}, l'algorithme dit du \textit{snake} présente l'intérêt de converger en un nombre d'itérations assez réduit et permet de suivre naturellement un \textit{cible} en mouvement après une convergence initiale à une position donnée, chaque position de convergence fournissant une position initiale pertinente pour la position suivante.
+Dans sa version originale proposée par Kass \textit{et al.} en 1988 \cite{snake-kass-1988}, l'algorithme dit du \textit{snake} présente l'intérêt de converger en un nombre d'itérations assez réduit et permet de suivre naturellement un \textit{cible} en mouvement après une convergence initiale à une position donnée, chaque position de convergence fournissant une position initiale pertinente pour la position suivante.
 Toutefois, il se montre particulièrement sensible à l'état initial de la courbe et requiert souvent de celle-ci qu'elle soit assez proche de l'objet à ``entourer'', sous peine de se verrouiller dans un minimum local. 
 La sensibilité au bruit n'est pas non plus très bonne du fait de la formulation locale de l'énergie.  
 Les ``concavités'' étroites ou présentant un goulot d'étranglement marqué sont par ailleurs mal délimitées.
 Toutefois, il se montre particulièrement sensible à l'état initial de la courbe et requiert souvent de celle-ci qu'elle soit assez proche de l'objet à ``entourer'', sous peine de se verrouiller dans un minimum local. 
 La sensibilité au bruit n'est pas non plus très bonne du fait de la formulation locale de l'énergie.  
 Les ``concavités'' étroites ou présentant un goulot d'étranglement marqué sont par ailleurs mal délimitées.
@@ -329,99 +378,14 @@ Parmi les variantes élaborées qui tentent de pallier ces défauts, les plus in
 \item le \textit{snake} GVF (pour Gradient Vector Flow), dont le but est de permettre qu'une initialisation lointaine de la courbe ne pénalise pas la segmentation. Une carte des lignes de gradient est établie sur tout le domaine de l'image et sert à intégrer une force supplémentaire dans l'énergie totale, qui attire la courbe vers la zone de fort gradient.
 \item les \textit{level-sets}, dont la particularité est de ne pas employer directement une courbe paramétrique plane mais de définir l'évolution des frontières comme l'évolution temporelle de l'ensemble des points d'une surface 3D soumise à un champ de force, tels que leur élévation soit constamment nulle. 
 Les propriétés des contours actifs par \textit{level-sets} se sont révélées intéressantes, en particulier la faculté de se disjoindre ou de fusionner, mais les temps de calcul très pénalisants.
 \item le \textit{snake} GVF (pour Gradient Vector Flow), dont le but est de permettre qu'une initialisation lointaine de la courbe ne pénalise pas la segmentation. Une carte des lignes de gradient est établie sur tout le domaine de l'image et sert à intégrer une force supplémentaire dans l'énergie totale, qui attire la courbe vers la zone de fort gradient.
 \item les \textit{level-sets}, dont la particularité est de ne pas employer directement une courbe paramétrique plane mais de définir l'évolution des frontières comme l'évolution temporelle de l'ensemble des points d'une surface 3D soumise à un champ de force, tels que leur élévation soit constamment nulle. 
 Les propriétés des contours actifs par \textit{level-sets} se sont révélées intéressantes, en particulier la faculté de se disjoindre ou de fusionner, mais les temps de calcul très pénalisants.
-Après la formulation initiale de Osher et Sethian en 1988 \ref{level_sets_osher_sethian_1988}, plusieurs façon de réduire le coût du calcul ont été formulées, dont les plus importantes restent les techniques dites \textit{narrow band} \ref{narrow_band_level_set} (bande étroite) qui ne calcule à chaque itération que les points dans une bande étroite autour du plan $z=0$ de l'itération courante et \textit{fast marching} \ref{fast_marching_sethian} qui s'applique dans le cas particulier d'une évolution monotone des fronts.  
-\item les \textit{snake} orientés régions, qui visent essentiellement à mieux caractériser les zones à segmenter et améliorer la robustesse vis à vis du bruit en employant une formulation de l'énergie calculée sur le domaine complet de l'image \ref{cohenSMIE93, ronfard}. Les premiers résultats confirment la qualité de cette méthode, mais la nécessité d'effectuer les calculs sur l'image entière générait des temps de traitement prohibitifs jusqu'à ce que Bertaux \textitat{et al.} proposent une amélioration algorithmique exacte permettant à nouveau un calcul en 1D, le long de la courbe, moyennant une simple étape initiale générant un certain nombre d'images intégrales \ref{snake_bertaux}. La section \ref{sec_contrib_snake} qui introduit notre contribution à cette technique en donnera une description détaillée. 
+Après la formulation initiale de Osher et Sethian en 1988 \cite{level-sets-osher-sethian-1988}, plusieurs façon de réduire le coût du calcul ont été formulées, dont les plus importantes restent les techniques dites \textit{narrow band} \cite{narrow-band-level-set} (bande étroite) qui ne calcule à chaque itération que les points dans une bande étroite autour du plan $z=0$ de l'itération courante et \textit{fast marching} \cite{fast_marching_sethian} qui s'applique dans le cas particulier d'une évolution monotone des fronts.  
+\item les \textit{snake} orientés régions, qui visent essentiellement à mieux caractériser les zones à segmenter et améliorer la robustesse vis à vis du bruit en employant une formulation de l'énergie calculée sur le domaine complet de l'image \cite{cohenSMIE93, ronfard}. Les premiers résultats confirment la qualité de cette méthode, mais la nécessité d'effectuer les calculs sur l'image entière générait des temps de traitement prohibitifs jusqu'à ce que Bertaux \textit{et al.} proposent une amélioration algorithmique exacte permettant à nouveau un calcul en 1D, le long de la courbe, moyennant une simple étape initiale générant un certain nombre d'images intégrales \cite{snake-bertaux}. La section \ref{sec-contrib-snake} qui introduit notre contribution à cette technique en donnera une description détaillée. 
 \end{itemize}
  
 % ne faut-il pas mieux éluder le paragraphe ci-dessous
 \subsection{Méthodes hybrides}
 Aujourd'hui, les algorithmes de segmentation les plus performants en terme de qualité emploient des techniques qui tentent de tirer le meilleur parti de plusieurs des méthodes ``historiques'' décrites précédemment.
 \end{itemize}
  
 % ne faut-il pas mieux éluder le paragraphe ci-dessous
 \subsection{Méthodes hybrides}
 Aujourd'hui, les algorithmes de segmentation les plus performants en terme de qualité emploient des techniques qui tentent de tirer le meilleur parti de plusieurs des méthodes ``historiques'' décrites précédemment.
-Le meilleur exemple, et le seul que nous citerons, est le détecteur de contour et l'algorithme de segmentation associé proposé par Arbelaez \textit{et al.} en 2010 \ref{amfm_2010}. Il compose avec la constructions d'histogrammes locaux pour générer une matrice de similitude (affinity matrix) et appliquer les techniques liées à la théorie des graphes pour réduire la dimension de l'espace de représentation (calcul des valeurs et vecteurs propres). Il utilise ensuite une technique adaptée de \textit{ligne de partage des eaux} \ref{watershed} (que l'on aurait rangée avec les mean-shift) pour regrouper les segments. 
+Le meilleur exemple, et le seul que nous citerons, est le détecteur de contour et l'algorithme de segmentation associé proposé par Arbelaez \textit{et al.} en 2010 \cite{amfm-2010}. Il compose avec la constructions d'histogrammes locaux pour générer une matrice de similitude (affinity matrix) et appliquer les techniques liées à la théorie des graphes pour réduire la dimension de l'espace de représentation (calcul des valeurs et vecteurs propres). Il utilise ensuite une technique adaptée de \textit{ligne de partage des eaux} \cite{watershed} (que l'on aurait rangée avec les mean-shift) pour regrouper les segments. 
 Les résultats sont très bons et des implémentations efficaces ont dores et déjà été écrites (voir section \ref{sec_ea_gpu}. 
 %TODO 
 %peut-être dire deux mots sur le partage des eaux (avec kmeans et meanshift) puisqu'il est employé dans gPb
 Les résultats sont très bons et des implémentations efficaces ont dores et déjà été écrites (voir section \ref{sec_ea_gpu}. 
 %TODO 
 %peut-être dire deux mots sur le partage des eaux (avec kmeans et meanshift) puisqu'il est employé dans gPb
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diff --git a/THESE/biblio.bib b/THESE/biblio.bib
new file mode 100755 (executable)
index 0000000..7ca8309
--- /dev/null
@@ -0,0 +1,713 @@
+@inproceedings{AllainBG08,
+       author = {Marc Allain and Nicolas Bertaux and Fr{\'e}d{\'e}ric Galland},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       booktitle = {ACIVS},
+       crossref = {DBLP:conf/acivs/2008},
+       ee = {http://dx.doi.org/10.1007/978-3-540-88458-3_46},
+       pages = {506--517},
+       title = {Nonparametric Level-Set Segmentation Based on the Minimization of the Stochastic Complexity},
+       year = {2008}
+}
+
+@inproceedings{KauffmannP08,
+       author = {Claude Kauffmann and Nicolas Piche},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       booktitle = {ICPR},
+       crossref = {DBLP:conf/icpr/2008},
+       ee = {http://dx.doi.org/10.1109/ICPR.2008.4761628},
+       pages = {1--4},
+       title = {Cellular automaton for ultra-fast watershed transform on GPU},
+       year = {2008}
+}
+
+@article{cremD09,
+       address = {Los Alamitos, CA, USA},
+       author = {Thomas Schoenemann and Daniel Cremers},
+       doi = {10.1109/TPAMI.2009.79},
+       issn = {0162-8828},
+       journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
+       pages = {1153--1164},
+       publisher = {IEEE Computer Society},
+       title = {A Combinatorial Solution for Model-Based Image Segmentation and Real-Time Tracking},
+       volume = {32},
+       year = {2010}
+}
+
+@article{KassWT88,
+       author = {Michael Kass and Andrew P. Witkin and Demetri Terzopoulos},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       ee = {http://dx.doi.org/10.1007/BF00133570},
+       journal = {International Journal of Computer Vision},
+       number = {4},
+       pages = {321--331},
+       title = {Snakes: Active contour models},
+       volume = {1},
+       year = {1988}
+}
+
+@article{XuP98,
+       author = {Chenyang Xu and Jerry L. Prince},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       ee = {http://dx.doi.org/10.1109/83.661186},
+       journal = {IEEE Transactions on Image Processing},
+       number = {3},
+       pages = {359--369},
+       title = {Snakes, shapes, and gradient vector flow},
+       volume = {7},
+       year = {1998}
+}
+
+@article{GallandBR03,
+       author = {Fr{\'e}d{\'e}ric Galland and Nicolas Bertaux and Philippe R{\'e}fr{\'e}gier},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       ee = {http://dx.doi.org/10.1109/TIP.2003.816005},
+       journal = {IEEE Transactions on Image Processing},
+       number = {9},
+       pages = {995--1006},
+       title = {Minimum description length synthetic aperture radar image segmentation},
+       volume = {12},
+       year = {2003}
+}
+
+@article{Brunett,
+       abstract = {Abstract. Active contours have been proven to be a powerful semiautomatic image segmentation approach, that seems to cope with many applications and different image modalities. However, they exhibit inherent drawbacks, including the sensibility to contour initialization due to the limited capture range of image edges and problems with concave boundary regions. The Gradient Vector Flow replaces the traditional image force and provides an enlarged capture range as well as enhanced concavity extraction capabilities, but it involves an expensive computational effort and considerably increased memory requirements at the time of computation. In this paper, we present an enhancement of the active contour model to facilitate semiautomatic contour detection in huge images. We propose a tile-based image decomposition accompanying an image force computation scheme on demand in order to minimize both computational and memory requirements. We show an efficient implementation of this approach on the basis of general purpose GPU processing providing for continuous active contour deformation without a considerable delay.},
+       author = {Enrico {Dipl.-Inf. Kienel} and Guido {Prof. Dr. Brunnett}},
+       institution = {MONARCH - Dokumenten- und Publikationsservice [http://archiv.tu-chemnitz.de/cgi-bin/interfaces/oai/oai2.pl] (Germany)},
+       keywords = {Active Contours; GPGPU; Gradient Vector Flow; Image Segmentation; Snakes; Tiling; 004},
+       location = {http://www.scientificcommons.org/41680702},
+       publisher = {TU Chemnitz, Fakult{\"a}t f{\"u}r Informatik},
+       title = {GPU-Accelerated Contour Extraction on Large Images Using Snakes},
+       url = {http://archiv.tu-chemnitz.de/pub/2009/0035},
+       year = {2009}
+}
+
+@article{ChesnaudRB99,
+       author = {Christophe Chesnaud and Philippe R{\'e}fr{\'e}gier and Vlady Boulet},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       ee = {http://www.computer.org/tpami/tp1999/i1145abs.htm},
+       journal = {IEEE Trans. Pattern Anal. Mach. Intell.},
+       number = {11},
+       pages = {1145--1157},
+       title = {Statistical Region Snake-Based Segmentation Adapted to Different Physical Noise Models},
+       volume = {21},
+       year = {1999}
+}
+
+@article{GermainR01,
+       author = {Olivier Germain and Philippe R{\'e}fr{\'e}gier},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       journal = {Pattern Recognition Letters},
+       number = {10},
+       pages = {1125--1132},
+       title = {Statistical active grid for segmentation refinement},
+       volume = {22},
+       year = {2001}
+}
+
+@article{Ruch01,
+       author = {Olivier Ruch and Philippe R{\'e}fr{\'e}gier},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       ee = {http://www.computer.org/tpami/tp1999/i1145abs.htm},
+       journal = {Optics Letters},
+       month = {july},
+       number = {13},
+       title = {Minimal-complexity segmentation with a polygonal snake adapted to different optical noise models},
+       volume = {26},
+       year = {2001}
+}
+
+@techreport{BlellochTR90,
+       author = {Guy~E. Blelloch},
+       institution = {School of Computer Science, Carnegie Mellon University},
+       month = nov,
+       number = {CMU-CS-90-190},
+       title = {Prefix Sums and Their Applications},
+       year = 1990
+}
+
+@inbook{Harris07,
+       author = {Mark Harris and Shubhabrata Sengupta and John D. Owens},
+       chapter = {39 - Parallel Prefix Sum with CUDA},
+       edition = {first},
+       isbn = {9780321545428},
+       publisher = {Addison-Wesley Professional},
+       title = {Gpu gems 3},
+       year = {2007}
+}
+
+@manual{CUDAPG,
+       month = {7},
+       organization = {NVIDIA Corporation},
+       title = {NVIDIA CUDA C Programming Guide v3.1.1},
+       year = {2010}
+}
+
+@manual{CUDAFC,
+       month = {7},
+       organization = {NVIDIA Corporation},
+       title = {NVIDIA Fermi Compatibility Guide},
+       year = {2010}
+}
+
+@manual{CUDAFT,
+       month = {7},
+       organization = {NVIDIA Corporation},
+       title = {NVIDIA Fermi Tuning Guide},
+       year = {2010}
+}
+
+@inproceedings{Dabov09bm3dimage,
+       author = {Kostadin Dabov and Ro Foi and Vladimir Katkovnik and Karen Egiazarian},
+       booktitle = {Proc. Workshop on Signal Processing with Adaptive Sparse Structured Representations (SPARS{\rq}09},
+       title = {BM3D Image Denoising with Shape-Adaptive Principal Component Analysis},
+       year = {2009}
+}
+@INPROCEEDINGS{Dabov06imagedenoising,
+    author = {Kostadin Dabov and Alessandro Foi and Vladimir Katkovnik and Karen Egiazarian},
+    title = { Image denoising with block-matching and 3D filtering},
+    booktitle = {IN ELECTRONIC IMAGING’06, PROC. SPIE 6064, NO. 6064A-30},
+    year = {2006},
+    publisher = {}
+}
+
+@article{Bertaux:04,
+       abstract = {We propose a method based on the maximum-likelihood technique for removing speckle patterns that plague coherent images. The proposed method is designed for images whose gray levels vary continuously in space. The image model is based on a lattice of nodes corresponding to vertices of triangles in which the gray level of each pixel is produced by linear interpolation. A constraint on isoline gray levels is introduced to regularize the solution.},
+       author = {Nicolas Bertaux and Yann Frauel and Philippe R{\'e}fr{\'e}gier and Bahram Javidi},
+       doi = {10.1364/JOSAA.21.002283},
+       journal = {J. Opt. Soc. Am. A},
+       keywords = {Coherence and statistical optics; Noise in imaging systems; Image processing; Image reconstruction techniques},
+       month = {Dec},
+       number = {12},
+       pages = {2283--2291},
+       publisher = {OSA},
+       title = {Speckle removal using a maximum-likelihood technique with isoline gray-level regularization},
+       url = {http://josaa.osa.org/abstract.cfm?URI=josaa-21-12-2283},
+       volume = {21},
+       year = {2004}
+}
+
+@article{Wang04imagequality,
+       author = {Zhou Wang and Alan Conrad Bovik and Hamid Rahim Sheikh and Student Member and Eero P. Simoncelli and Senior Member},
+       journal = {IEEE Transactions on Image Processing},
+       pages = {600--612},
+       title = {Image Quality Assessment: From Error Visibility to Structural Similarity},
+       volume = {13},
+       year = {2004}
+}
+
+@proceedings{denoiselab,
+       author = {Steven Lansel},
+       journal = {Scholl of electrical Engineering},
+       month = oct,
+       school = {Stanford University},
+       title = {DenoiseLab Philosophy: A Standard Test Set and Evaluation Method to Compare Denoising Algorithms},
+       year = {2007}
+}
+
+@article{denoisereview,
+       author = {A. Buades and B. Coll and J.M. Morel},
+       issn = {1540-3459},
+       journal = {Multiscale Modeling and Simulation},
+       number = {2},
+       pages = {490--530},
+       publisher = {Society for Industrial and Applied Mathematics},
+       title = {A Review of Image Denoising Algorithms, with a New One},
+       volume = {4},
+       year = {2005}
+}
+
+@incollection{springerlink:10.1007/3-540-48236-9_16,
+       affiliation = {CMLA, ENS Cachan 61, av du Pr{\'e}sident Wilson 94235 Cachan Cedex France},
+       author = {Pascal Monasse and Fr{\'e}d{\'e}ric Guichard},
+       booktitle = {Scale-Space Theories in Computer Vision},
+       editor = {Mads Nielsen and Peter Johansen and Ole Olsen and Joachim Weickert},
+       isbn = {978-3-540-66498-7},
+       keyword = {Computer Science},
+       note = {10.1007/3-540-48236-9\_16},
+       pages = {175--186},
+       publisher = {Springer Berlin / Heidelberg},
+       series = {Lecture Notes in Computer Science},
+       title = {Scale-Space from a Level Lines Tree},
+       url = {http://dx.doi.org/10.1007/3-540-48236-9\_16},
+       volume = {1682},
+       year = {1999}
+}
+
+@inproceedings{caselles97,
+       author = {Vincent Caselles and Bartomeu Coll and Jean-Michel Morel},
+       isbn = {978-3-540-63167-5},
+       journal = {First International Conference on Scale-Space Theory in Computer Vision (Scale-Space'97)},
+       month = {07},
+       pages = {29--49},
+       publisher = {Springer},
+       title = {Scale space versus topographic map for natural images},
+       year = {1997}
+}
+
+@ARTICLE{Caselles99topographicmaps,
+    author = {Vicent Caselles and Jean-michel Morel},
+    title = {Topographic Maps and Local Contrast Changes in Natural Images},
+    journal = {Int. J. Comp. Vision},
+    year = {1999},
+    volume = {33},
+    pages = {5--27}
+}
+
+@book{matheron75,
+       author = {Georges Matheron},
+       isbn = {0-471-57621-2},
+       publisher = {Wiley},
+       title = {Random sets and integral geometry},
+       year = {1975}
+}
+
+@article{BuadesCM06,
+       author = {Antoni Buades and Bartomeu Coll and Jean-Michel Morel},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       ee = {http://doi.ieeecomputersociety.org/10.1109/TIP.2006.871137},
+       journal = {IEEE Transactions on Image Processing},
+       number = {6},
+       pages = {1499--1505},
+       title = {The staircasing effect in neighborhood filters and its solution},
+       volume = {15},
+       year = {2006}
+}
+
+@inproceedings{mcguire2008median,
+       author = {Morgan Mc{G}uire},
+       booktitle = {ShaderX6},
+       month = {February},
+       title = {A fast, small-radius GPU median filter},
+       url = {http://graphics.cs.williams.edu/papers/MedianShaderX6},
+       year = {2008}
+}
+
+@article{ipol.2011.bcm_nlm,
+       author = {Bartomeu Coll and Jean-Michel Morel and Antoni Buades},
+       journal = {Image Processing On Line},
+       title = {Non-local Means Denoising},
+        doi = {10.5201/ipol.2011.bcm_nlm},
+       year = 2011
+}
+
+@INPROCEEDINGS{1467423, 
+author={Buades, A. and Coll, B. and Morel, J. -M}, 
+booktitle={Computer Vision and Pattern Recognition, 2005. CVPR 2005. IEEE Computer Society Conference on}, 
+title={A non-local algorithm for image denoising}, 
+year={2005}, 
+volume={2}, 
+pages={60-65 vol. 2}, 
+keywords={image denoising;image resolution;smoothing methods;NL-means algorithm;digital image denoising method;local smoothing filters;nonlocal algorithm;Algorithm design and analysis;Digital images;Filtering;Image denoising;Noise measurement;Noise reduction;Pixel;Smoothing methods;White noise;Wiener filter}, 
+doi={10.1109/CVPR.2005.38}, 
+ISSN={1063-6919},}
+
+@article{PALHANOXAVIERDEFONTES,
+    hal_id = {inria-00476122},
+    url = {http://hal.inria.fr/inria-00476122},
+    title = {{Real time ultrasound image denoising}},
+    author = {Palhano Xavier De Fontes, Fernanda and Andrade Barroso, Guillermo and Coup{\'e}, Pierrick and Hellier, Pierre},
+    abstract = {{Image denoising is the process of removing the noise that perturbs image analysis methods. In some applications like segmentation or registration, denoising is intended to smooth homogeneous areas while preserving the contours. In many applications like video analysis, visual servoing or image-guided surgical interventions, real-time denoising is required. This paper presents a method for real-time denoising of ultrasound images: a modified version of the NL-means method is presented that incorporates an ultrasound dedicated noise model, as well as a GPU implementation of the algorithm. Results demonstrate that the proposed method is very efficient in terms of denoising quality and is real-time.}},
+    language = {Anglais},
+    affiliation = {VISAGES : Vision Action et Gestion d'Informations en Sant{\'e} - VISAGES , Service Exp{\'e}rimentation et D{\'e}veloppement - SED , Montreal Neurological Institute , SERPICO - INRIA},
+    publisher = {Springer},
+    journal = {Journal of Real-Time Image Processing},
+    audience = {internationale },
+    doi = {10.1007/s11554-010-0158-5 },
+    year = {2010},
+    month = May,
+    pdf = {http://hal.inria.fr/inria-00476122/PDF/JRTIP.pdf},
+}
+
+
+@inproceedings{YangTA09,
+       author = {Qingxiong Yang and Kar-Han Tan and Narendra Ahuja},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       booktitle = {CVPR},
+       crossref = {DBLP:conf/cvpr/2009},
+       pages = {557--564},
+       title = {Real-time O(1) bilateral filtering},
+       url = {http://doi.ieeecomputersociety.org/10.1109/CVPRW.2009.5206542},
+       year = {2009}
+}
+
+@proceedings{DBLP:conf/cvpr/2009,
+  title     = {2009 IEEE Computer Society Conference on Computer Vision
+               and Pattern Recognition (CVPR 2009), 20-25 June 2009, Miami,
+               Florida, USA},
+  booktitle = {CVPR},
+  publisher = {IEEE},
+  year      = {2009},
+  isbn      = {978-1-4244-3992-8},
+  bibsource = {DBLP, http://dblp.uni-trier.de}
+}
+
+
+
+@article{abs-1104,
+       author = {Gleb Beliakov},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       journal = {CoRR},
+       title = {Parallel calculation of the median and order statistics on GPUs with application to robust regression},
+       url = {http://arxiv.org/abs/1104.2732},
+       volume = {abs/1104.2732},
+       year = {2011}
+}
+
+@inproceedings{chen09,
+       author = {Wei Chen and M. Beister and Y. Kyriakou and M. Kachelries},
+       booktitle = {Nuclear Science Symposium Conference Record (NSS/MIC), 2009 IEEE},
+       doi = {10.1109/NSSMIC.2009.5402323},
+       issn = {1095-7863},
+       keywords = {CUDA-based BVM filter; NVIDIA compute unified device architecture; O(M In M) computational complexity; O(M2) computational complexity; branchless vectorized median filter; computerised tomography; data-level parallelism; fast accessing scheme; high performance median filtering; memory layout; modern commodity graphics processing units; pivot median filter; vectorized median computation; biology computing; computerised tomography; medical image processing},
+       month = {24 2009-nov. 1},
+       pages = {4142--4147},
+       title = {High performance median filtering using commodity graphics hardware},
+       year = {2009}
+}
+@article{aldinucci2012parallel,
+   title={A Parallel Edge Preserving Algorithm for Salt and Pepper Image Denoising},
+   author={Aldinucci, M. and Drocco, C.S.M. and Torquati, M. and Palazzo, S.},
+   year={2012}
+}
+@inproceedings{sanchezICASSP12,
+       author = {Ricardo M. Sanchez and Paul A. Rodriguez},
+       booktitle = {Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on},
+       doi = {10.1109/ICASSP.2012.6288187},
+       issn = {1520-6149},
+       month = {march},
+       pages = {1549--1552},
+       title = {Bidimensional median filter for parallel computing architectures},
+       year = {2012}
+}
+
+@INPROCEEDINGS{6036776, 
+author={Perrot, G. and Domas, S. and Couturier, R. and Bertaux, N.}, 
+booktitle={Computer and Information Technology (CIT), 2011 IEEE 11th International Conference on}, title={GPU Implementation of a Region Based Algorithm for Large Images Segmentation}, 
+year={2011}, 
+month={31 2011-sept. 2}, 
+volume={}, 
+number={}, 
+pages={291 -298}, 
+keywords={GPU implementation;Nvidia GPU architecture;algorithmic optimization;graphical processing units;image computing;image segmentation;image size;multicore CPU;multithreaded execution capability;region based algorithm;region-based active contour technique;snake algorithm;computer graphic equipment;coprocessors;image enhancement;image segmentation;multi-threading;multiprocessing systems;optimisation;}, 
+doi={10.1109/CIT.2011.60}, 
+ISSN={},}
+
+@book{tukey77,
+author = {Tukey, John Wilder},
+isbn = {0-201-07616-0},
+publisher = {Addison-Wesley},
+title = {Exploratory Data Analysis},
+year = 1977
+}
+
+@INPROCEEDINGS{5402362, 
+author={Kachelriess, M.}, 
+booktitle={Nuclear Science Symposium Conference Record (NSS/MIC), 2009 IEEE}, title={Branchless vectorized median filtering}, 
+year={2009}, 
+month={24 2009-nov. 1}, 
+volume={}, 
+number={}, 
+pages={4099 -4105}, 
+keywords={CPU-based implementations;Intel performance primitives library;branchless vectorized median filtering;computational complexity;conventional fast median filters;data sorting algorithm;data-level parallelism;doubly linked lists;image processing;instruction pipeline;median algorithm;median filtering noisy data;modern hardware;one-dimensional signals;random data;scalar data;signal processing;sorted array;spin-off effect;vector capabilities;vectorized mask operation;vectorized max operation;vectorized min operation;computational complexity;high energy physics instrumentation computing;median filters;sorting;}, 
+doi={10.1109/NSSMIC.2009.5402362}, 
+ISSN={1095-7863},}
+
+
+@article{Weiss:2006:FMB:1141911.1141918,
+ author = {Weiss, Ben},
+ title = {Fast median and bilateral filtering},
+ journal = {ACM Trans. Graph.},
+ issue_date = {July 2006},
+ volume = {25},
+ number = {3},
+ month = jul,
+ year = {2006},
+ issn = {0730-0301},
+ pages = {519--526},
+ numpages = {8},
+ url = {http://doi.acm.org/10.1145/1141911.1141918},
+ doi = {10.1145/1141911.1141918},
+ acmid = {1141918},
+ publisher = {ACM},
+ address = {New York, NY, USA},
+ keywords = {SIMD, algorithms, bilateral filtering, complexity, data structures, histograms, image processing, median filtering, rank-order filtering, sorting, vector processing},
+} 
+
+@inproceedings{Weiss:2006:FMB:1179352.1141918,
+ author = {Weiss, Ben},
+ title = {Fast median and bilateral filtering},
+ booktitle = {ACM SIGGRAPH 2006 Papers},
+ series = {SIGGRAPH '06},
+ year = {2006},
+ isbn = {1-59593-364-6},
+ location = {Boston, Massachusetts},
+ pages = {519--526},
+ numpages = {8},
+ url = {http://doi.acm.org/10.1145/1179352.1141918},
+ doi = {10.1145/1179352.1141918},
+ acmid = {1141918},
+ publisher = {ACM},
+ address = {New York, NY, USA},
+ keywords = {SIMD, algorithms, bilateral filtering, complexity, data structures, histograms, image processing, median filtering, rank-order filtering, sorting, vector processing},
+} 
+
+@book{Huang:1981:TDS:539567,
+ author = {Huang, Thomas S.},
+ title = {Two-Dimensional Digital Signal Processing II: Transforms and Median Filters},
+ year = {1981},
+ isbn = {0387103597},
+ publisher = {Springer-Verlag New York, Inc.},
+ address = {Secaucus, NJ, USA},
+} 
+
+@article{zheng2011performance,
+  title={Performance Tuning for CUDA-Accelerated Neighborhood Denoising Filters},
+  author={Zheng, Z. and Xu, W. and Mueller, K.},
+  journal={Workshop on High Performance Image Reconstruction (HPIR)},
+  pages={52--55},
+  year={2011}
+}
+
+@INPROCEEDINGS{6288187, 
+author={Sanchez, R.M. and Rodriguez, P.A.}, 
+booktitle={Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on}, title={Bidimensional median filter for parallel computing architectures}, 
+year={2012}, 
+month={march}, 
+volume={}, 
+number={}, 
+pages={1549 -1552}, 
+keywords={adaptive rate compressive sensing;background subtraction;classical CS theory;cross validation;current measurement rate;sensor measurements;signal reconstruction;signal sparsity;time-varying signal;visual surveillance applications;compressed sensing;image reconstruction;video surveillance;}, 
+doi={10.1109/ICASSP.2012.6288187}, 
+ISSN={1520-6149},}
+
+@ARTICLE{4287006, 
+author={Perreault, S. and Hebert, P.}, 
+journal={Image Processing, IEEE Transactions on}, title={Median Filtering in Constant Time}, 
+year={2007}, 
+month={sept. }, 
+volume={16}, 
+number={9}, 
+pages={2389 -2394}, 
+keywords={algorithmic runtime complexity;filter kernel radius;image processing;median filtering algorithm;computational complexity;filtering theory;image processing;median filters;Algorithms;Computer Graphics;Image Enhancement;Image Interpretation, Computer-Assisted;Numerical Analysis, Computer-Assisted;Reproducibility of Results;Sensitivity and Specificity;Time Factors;User-Computer Interface;}, 
+doi={10.1109/TIP.2007.902329}, 
+ISSN={1057-7149},}
+
+@ARTICLE{Wu2010, 
+author={Yong Wu and Mansoureh Eghbali and Jimmy Ou and Rong Lu and Ligia Toro and Enrico Stefani}, 
+journal={Biophysical Journal},
+title={Quantitative determination of spatial protein-protein correlations in fluorescence confocal microscopy.}, 
+year={2010}, 
+month={feb. }, 
+volume={98}, 
+number={3}, 
+pages={493-504},  
+doi={10.1016/j.bpj.2009.10.037}, 
+}
+@article{Sanchez-2-2012,
+year={2012},
+issn={1939-8018},
+journal={Journal of Signal Processing Systems},
+doi={10.1007/s11265-012-0715-1},
+title={Highly Parallelable Bidimensional Median Filter for Modern Parallel Programming Models},
+url={http://dx.doi.org/10.1007/s11265-012-0715-1},
+publisher={Springer US},
+keywords={Nonlinear filters; Parallel algorithms; Image processing},
+author={Sánchez, RicardoM. and Rodríguez, PaulA.},
+pages={1-15},
+language={English}
+}
+@article{cutrona1990synthetic,
+  title={Synthetic aperture radar},
+  author={Cutrona, LJ},
+  journal={Radar Handbook, second edition, ed. M. Skolnik, McGraw-Hill, New York},
+  year={1990}
+}
+@INPROCEEDINGS{934511, 
+author={Theuwissen, A.J.P.}, 
+booktitle={VLSI Technology, Systems, and Applications, 2001. Proceedings of Technical Papers. 2001 International Symposium on}, 
+title={CCD or CMOS image sensors for consumer digital still photography?}, 
+year={2001}, 
+pages={168-171}, 
+keywords={CCD image sensors;CMOS image sensors;colour photography;consumer electronics;CCD imagers;CMOS image sensors;consumer digital still photography;driving voltages;image quality;on-chip functionality;selective read-out;still applications;CMOS image sensors;Capacitors;Charge coupled devices;Charge-coupled image sensors;Digital cameras;Electrons;Photography;Potential well;Silicon;Voltage}, 
+doi={10.1109/VTSA.2001.934511}, 
+ISSN={1524-766X},}
+@inproceedings{theuwissen2001ccd,
+  title={CCD or CMOS image sensors for consumer digital still photography?},
+  author={Theuwissen, Albert JP},
+  booktitle={VLSI Technology, Systems, and Applications, 2001. Proceedings of Technical Papers. 2001 International Symposium on},
+  pages={168--171},
+  year={2001},
+  organization={IEEE}
+}
+@article{mancuso2001introduction,
+  title={An introduction to the digital still camera technology},
+  author={Mancuso, Massimo and Battiato, Sebastiano},
+  journal={ST Journal of System Research},
+  volume={2},
+  number={2},
+  year={2001}
+}
+@article{healey1994radiometric,
+  title={Radiometric CCD camera calibration and noise estimation},
+  author={Healey, Glenn E and Kondepudy, Raghava},
+  journal={Pattern Analysis and Machine Intelligence, IEEE Transactions on},
+  volume={16},
+  number={3},
+  pages={267--276},
+  year={1994},
+  publisher={IEEE}
+}
+@techreport{kodakccd,
+  title={CCD Image sensor noise sources},
+  institution={Eastman Kodak company, Rochester},
+  month={August},
+  year={2001}
+}
+@techreport{coil,
+  title={Columbia Object Image Library (COIL-100)},
+  author={Nene, S.A. and Nayar, S.K. and Murase H.},
+  institution={Computer Vision Laboratory, Columbia University},
+  year={1996},
+  month={February},
+  number={CUCS-006-96}
+}
+@INPROCEEDINGS{710815, 
+author={Tomasi, C. and Manduchi, R.}, 
+booktitle={Computer Vision, 1998. Sixth International Conference on}, 
+title={Bilateral filtering for gray and color images}, 
+year={1998}, 
+pages={839-846}, 
+keywords={colour vision;computer vision;image processing;bilateral filtering;color images;edges preservation;geometric closeness;gray images;perceptual metric;phantom colors;photometric similarity;Color;Computer science;Filtering;Humans;Imaging phantoms;Low pass filters;Photometry;Pixel;Shape measurement;Smoothing methods}, 
+doi={10.1109/ICCV.1998.710815},}
+@INPROCEEDINGS{1521458, 
+author={Pham, T.Q. and van Vliet, L.J.}, 
+booktitle={Multimedia and Expo, 2005. ICME 2005. IEEE International Conference on}, 
+title={Separable bilateral filtering for fast video preprocessing}, 
+year={2005}, 
+pages={4 pp.-}, 
+keywords={adaptive codes;adaptive filters;data compression;edge detection;video coding;adaptive filter kernel;compression efficiency;edge-preserving filtering technique;fast video preprocessing;geometric closeness;image quality;photometric similarity;separable bilateral filter;Anisotropic magnetoresistance;Filtering;Image coding;Image quality;Kernel;Noise robustness;Photometry;Piecewise linear approximation;Pixel;Video compression}, 
+doi={10.1109/ICME.2005.1521458},}
+@INPROCEEDINGS{4587843, 
+author={Porikli, F.}, 
+booktitle={Computer Vision and Pattern Recognition, 2008. CVPR 2008. IEEE Conference on}, 
+title={Constant time O(1) bilateral filtering}, 
+year={2008}, 
+pages={1-8}, 
+keywords={Gaussian processes;computational complexity;filtering theory;image sampling;series (mathematics);Gaussian range;O(1) bilateral filtering;Taylor series;arbitrary spatial filters;filter response degradation;integral histograms;linear filter decompositions;linear filters;polynomial range;spatial bilateral filters;Convolution;Filtering algorithms;Histograms;Kernel;Nonlinear filters;Polynomials;Runtime;Smoothing methods;Surface treatment;Taylor series}, 
+doi={10.1109/CVPR.2008.4587843}, 
+ISSN={1063-6919},}
+@book{Mallat:2008:WTS:1525499,
+ author = {Mallat, Stphane},
+ title = {A Wavelet Tour of Signal Processing, Third Edition: The Sparse Way},
+ year = {2008},
+ isbn = {0123743702, 9780123743701},
+ edition = {3rd},
+ publisher = {Academic Press},
+} 
+@book{Daubechies:1992:TLW:130655,
+ author = {Daubechies, Ingrid},
+ title = {Ten lectures on wavelets},
+ year = {1992},
+ isbn = {0-89871-274-2},
+ publisher = {Society for Industrial and Applied Mathematics},
+ address = {Philadelphia, PA, USA},
+} 
+@ARTICLE{1093941, 
+author={Wen-Hsiung Chen and Smith, C. and Fralick, S.}, 
+journal={Communications, IEEE Transactions on}, 
+title={A Fast Computational Algorithm for the Discrete Cosine Transform}, 
+year={1977}, 
+volume={25}, 
+number={9}, 
+pages={1004-1009}, 
+keywords={Transforms;Computational complexity;Discrete Fourier transforms;Discrete cosine transforms;Discrete transforms;Equations;Fast Fourier transforms;Hardware;Laboratories;Matrix decomposition;Software algorithms}, 
+doi={10.1109/TCOM.1977.1093941}, 
+ISSN={0090-6778},}
+@article{strang1999discrete,
+  title={The discrete cosine transform},
+  author={Strang, Gilbert},
+  journal={SIAM review},
+  volume={41},
+  number={1},
+  pages={135--147},
+  year={1999},
+  publisher={SIAM}
+}
+@article{elad2006image,
+  title={Image denoising via sparse and redundant representations over learned dictionaries},
+  author={Elad, Michael and Aharon, Michal},
+  journal={Image Processing, IEEE Transactions on},
+  volume={15},
+  number={12},
+  pages={3736--3745},
+  year={2006},
+  publisher={IEEE}
+}
+@Misc{cmla2009Kes, 
+   Author = {Kestener, P. and Moudden, Y. and Pedron, A.},
+   Title = {Calcul Scientifique sur GPU et application en traitement d'images},
+   Howpublished = {Seminaire HPC-GPU, CMLA, ENS Cachan},
+   Month = {March},
+   Year = {2009}
+} 
+@inproceedings{convolutionsoup,
+    title = {Convolution Soup},
+    booktitle = {GPU Technology Conference},
+    author = {Stam, J.},
+    abstract = {Graphics processors can be easily programmed to provide significant acceleration in many common parallel tasks.  However, with additional architecture knowledge and understanding of optimization strategies, a savvy programmer can unleash the full potential of the GPU's massive memory bandwidth and ensure the processing resources are utilized to their fullest extent.  In this talk, we'll explore several different approaches to a very simple but ubiquitous image processing algorithm, the convolution.  A naive approach shows the detrimental impact of poorly written code, a simple approach achieves decent results with little effort or code complexity, and a few highly optimized techniques realize the GPUs full power for the most demanding tasks.  The techniques explored in this simple but illustrative example will serve as a base for understanding the optimization strategies to apply towards more complex algorithms.},
+    year = {2010},
+    month ={Aug.},
+    pdf = {http://fr.slideshare.net/NVIDIA/1412-gtc09},
+    url = {http://fr.slideshare.net/NVIDIA/1412-gtc09},
+}
+
+@INPROCEEDINGS{5206542, 
+author={Qingxiong Yang and Kar-Han Tan and Ahuja, N.}, 
+booktitle={Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on}, 
+title={Real-time O(1) bilateral filtering}, 
+year={2009}, 
+pages={557-564}, 
+keywords={computational complexity;filtering theory;image processing;median filters;spatial filters;HD video conferencing;PSNR;computational complexity;constant time bilateral filter;constant time spatial filter;filter kernel size;highlight removal;median filtering;memory footprint;multifocus imaging;range function;real-time bilateral filtering;video abstraction;Computational complexity;Filtering algorithms;Histograms;Kernel;Nonlinear filters;Optical filters;PSNR;Spatial filters;Testing;Videoconference}, 
+doi={10.1109/CVPR.2009.5206542}, 
+ISSN={1063-6919},}
+@inproceedings{xu2009accelerating,
+  title={Accelerating regularized iterative CT reconstruction on commodity graphics hardware (GPU)},
+  author={Xu, Wei and Mueller, Klaus},
+  booktitle={Biomedical Imaging: From Nano to Macro, 2009. ISBI'09. IEEE International Symposium on},
+  pages={1287--1290},
+  year={2009},
+  organization={IEEE}
+}
+@incollection{nlmeansgpubelge,
+year={2010},
+isbn={978-3-642-17690-6},
+booktitle={Advanced Concepts for Intelligent Vision Systems},
+volume={6475},
+series={Lecture Notes in Computer Science},
+editor={Blanc-Talon, Jacques and Bone, Don and Philips, Wilfried and Popescu, Dan and Scheunders, Paul},
+doi={10.1007/978-3-642-17691-3_5},
+title={A GPU-Accelerated Real-Time NLMeans Algorithm for Denoising Color Video Sequences},
+url={http://dx.doi.org/10.1007/978-3-642-17691-3_5},
+publisher={Springer Berlin Heidelberg},
+author={Goossens, Bart and Luong, Hiêp and Aelterman, Jan and Pižurica, Aleksandra and Philips, Wilfried},
+pages={46-57}
+}
+@INPROCEEDINGS{6337569, 
+author={Agarwal, D. and Wilf, S. and Dhungel, A. and Prasad, S.K.}, 
+booktitle={Parallel Processing (ICPP), 2012 41st International Conference on}, 
+title={Acceleration of Bilateral Filtering Algorithm for Manycore and Multicore Architectures}, 
+year={2012}, 
+pages={78-87}, 
+keywords={filtering theory;image processing;multi-threading;multiprocessing systems;parallel architectures;pipeline processing;program compilers;synchronisation;ubiquitous computing;AMD Barcelona;AMD Phenom;AMD Shanghai;Intel Core i7 quad core;Intel Harper town;Nvidia GTX 280;SIMD parallelism;architecture specific optimizations;bilateral filtering algorithm acceleration;compute unified device architecture;compute-intensive bilateral filtering kernel;data access patterns;hardware architectures;image processing applications;low-level single instruction multiple data parallelism;many core accelerations;many core architectures;manycore architecture;multicore accelerations;multicore architectures;multiple threads;pair-symmetric algorithm;performance gains;redundant calculations;single-instruction-multiple-thread efficiency;special purpose instructions;special registers;synchronization capability;ubiquitous tool;Filtering algorithms;Graphics processing unit;Instruction sets;Kernel;Multicore processing;Synchronization;Bilateral filtering;Image processing on GPUs;Image processing on multicores;Stencil codes using CUDA;Streaming SIMD Extensions}, 
+doi={10.1109/ICPP.2012.13}, 
+ISSN={0190-3918},}
+@article{humphrey1924psychology,
+  title={The Psychology of the Gestalt.},
+  author={Humphrey, GEORGE},
+  journal={Journal of Educational Psychology},
+  volume={15},
+  number={7},
+  pages={401},
+  year={1924},
+  publisher={Warwick \& York}
+}
\ No newline at end of file
diff --git a/THESE/biblio.bib~ b/THESE/biblio.bib~
new file mode 100755 (executable)
index 0000000..e7c2f0f
--- /dev/null
@@ -0,0 +1,487 @@
+@inproceedings{AllainBG08,
+       author = {Marc Allain and Nicolas Bertaux and Fr{\'e}d{\'e}ric Galland},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       booktitle = {ACIVS},
+       crossref = {DBLP:conf/acivs/2008},
+       ee = {http://dx.doi.org/10.1007/978-3-540-88458-3_46},
+       pages = {506--517},
+       title = {Nonparametric Level-Set Segmentation Based on the Minimization of the Stochastic Complexity},
+       year = {2008}
+}
+
+@inproceedings{KauffmannP08,
+       author = {Claude Kauffmann and Nicolas Piche},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       booktitle = {ICPR},
+       crossref = {DBLP:conf/icpr/2008},
+       ee = {http://dx.doi.org/10.1109/ICPR.2008.4761628},
+       pages = {1--4},
+       title = {Cellular automaton for ultra-fast watershed transform on GPU},
+       year = {2008}
+}
+
+@article{cremD09,
+       address = {Los Alamitos, CA, USA},
+       author = {Thomas Schoenemann and Daniel Cremers},
+       doi = {10.1109/TPAMI.2009.79},
+       issn = {0162-8828},
+       journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
+       pages = {1153--1164},
+       publisher = {IEEE Computer Society},
+       title = {A Combinatorial Solution for Model-Based Image Segmentation and Real-Time Tracking},
+       volume = {32},
+       year = {2010}
+}
+
+@article{KassWT88,
+       author = {Michael Kass and Andrew P. Witkin and Demetri Terzopoulos},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       ee = {http://dx.doi.org/10.1007/BF00133570},
+       journal = {International Journal of Computer Vision},
+       number = {4},
+       pages = {321--331},
+       title = {Snakes: Active contour models},
+       volume = {1},
+       year = {1988}
+}
+
+@article{XuP98,
+       author = {Chenyang Xu and Jerry L. Prince},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       ee = {http://dx.doi.org/10.1109/83.661186},
+       journal = {IEEE Transactions on Image Processing},
+       number = {3},
+       pages = {359--369},
+       title = {Snakes, shapes, and gradient vector flow},
+       volume = {7},
+       year = {1998}
+}
+
+@article{GallandBR03,
+       author = {Fr{\'e}d{\'e}ric Galland and Nicolas Bertaux and Philippe R{\'e}fr{\'e}gier},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       ee = {http://dx.doi.org/10.1109/TIP.2003.816005},
+       journal = {IEEE Transactions on Image Processing},
+       number = {9},
+       pages = {995--1006},
+       title = {Minimum description length synthetic aperture radar image segmentation},
+       volume = {12},
+       year = {2003}
+}
+
+@article{Brunett,
+       abstract = {Abstract. Active contours have been proven to be a powerful semiautomatic image segmentation approach, that seems to cope with many applications and different image modalities. However, they exhibit inherent drawbacks, including the sensibility to contour initialization due to the limited capture range of image edges and problems with concave boundary regions. The Gradient Vector Flow replaces the traditional image force and provides an enlarged capture range as well as enhanced concavity extraction capabilities, but it involves an expensive computational effort and considerably increased memory requirements at the time of computation. In this paper, we present an enhancement of the active contour model to facilitate semiautomatic contour detection in huge images. We propose a tile-based image decomposition accompanying an image force computation scheme on demand in order to minimize both computational and memory requirements. We show an efficient implementation of this approach on the basis of general purpose GPU processing providing for continuous active contour deformation without a considerable delay.},
+       author = {Enrico {Dipl.-Inf. Kienel} and Guido {Prof. Dr. Brunnett}},
+       institution = {MONARCH - Dokumenten- und Publikationsservice [http://archiv.tu-chemnitz.de/cgi-bin/interfaces/oai/oai2.pl] (Germany)},
+       keywords = {Active Contours; GPGPU; Gradient Vector Flow; Image Segmentation; Snakes; Tiling; 004},
+       location = {http://www.scientificcommons.org/41680702},
+       publisher = {TU Chemnitz, Fakult{\"a}t f{\"u}r Informatik},
+       title = {GPU-Accelerated Contour Extraction on Large Images Using Snakes},
+       url = {http://archiv.tu-chemnitz.de/pub/2009/0035},
+       year = {2009}
+}
+
+@article{ChesnaudRB99,
+       author = {Christophe Chesnaud and Philippe R{\'e}fr{\'e}gier and Vlady Boulet},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       ee = {http://www.computer.org/tpami/tp1999/i1145abs.htm},
+       journal = {IEEE Trans. Pattern Anal. Mach. Intell.},
+       number = {11},
+       pages = {1145--1157},
+       title = {Statistical Region Snake-Based Segmentation Adapted to Different Physical Noise Models},
+       volume = {21},
+       year = {1999}
+}
+
+@article{GermainR01,
+       author = {Olivier Germain and Philippe R{\'e}fr{\'e}gier},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       journal = {Pattern Recognition Letters},
+       number = {10},
+       pages = {1125--1132},
+       title = {Statistical active grid for segmentation refinement},
+       volume = {22},
+       year = {2001}
+}
+
+@article{Ruch01,
+       author = {Olivier Ruch and Philippe R{\'e}fr{\'e}gier},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       ee = {http://www.computer.org/tpami/tp1999/i1145abs.htm},
+       journal = {Optics Letters},
+       month = {july},
+       number = {13},
+       title = {Minimal-complexity segmentation with a polygonal snake adapted to different optical noise models},
+       volume = {26},
+       year = {2001}
+}
+
+@techreport{BlellochTR90,
+       author = {Guy~E. Blelloch},
+       institution = {School of Computer Science, Carnegie Mellon University},
+       month = nov,
+       number = {CMU-CS-90-190},
+       title = {Prefix Sums and Their Applications},
+       year = 1990
+}
+
+@inbook{Harris07,
+       author = {Mark Harris and Shubhabrata Sengupta and John D. Owens},
+       chapter = {39 - Parallel Prefix Sum with CUDA},
+       edition = {first},
+       isbn = {9780321545428},
+       publisher = {Addison-Wesley Professional},
+       title = {Gpu gems 3},
+       year = {2007}
+}
+
+@manual{CUDAPG,
+       month = {7},
+       organization = {NVIDIA Corporation},
+       title = {NVIDIA CUDA C Programming Guide v3.1.1},
+       year = {2010}
+}
+
+@manual{CUDAFC,
+       month = {7},
+       organization = {NVIDIA Corporation},
+       title = {NVIDIA Fermi Compatibility Guide},
+       year = {2010}
+}
+
+@manual{CUDAFT,
+       month = {7},
+       organization = {NVIDIA Corporation},
+       title = {NVIDIA Fermi Tuning Guide},
+       year = {2010}
+}
+
+@inproceedings{Dabov09bm3dimage,
+       author = {Kostadin Dabov and Ro Foi and Vladimir Katkovnik and Karen Egiazarian},
+       booktitle = {Proc. Workshop on Signal Processing with Adaptive Sparse Structured Representations (SPARS{\rq}09},
+       title = {BM3D Image Denoising with Shape-Adaptive Principal Component Analysis},
+       year = {2009}
+}
+
+@article{Bertaux:04,
+       abstract = {We propose a method based on the maximum-likelihood technique for removing speckle patterns that plague coherent images. The proposed method is designed for images whose gray levels vary continuously in space. The image model is based on a lattice of nodes corresponding to vertices of triangles in which the gray level of each pixel is produced by linear interpolation. A constraint on isoline gray levels is introduced to regularize the solution.},
+       author = {Nicolas Bertaux and Yann Frauel and Philippe R{\'e}fr{\'e}gier and Bahram Javidi},
+       doi = {10.1364/JOSAA.21.002283},
+       journal = {J. Opt. Soc. Am. A},
+       keywords = {Coherence and statistical optics; Noise in imaging systems; Image processing; Image reconstruction techniques},
+       month = {Dec},
+       number = {12},
+       pages = {2283--2291},
+       publisher = {OSA},
+       title = {Speckle removal using a maximum-likelihood technique with isoline gray-level regularization},
+       url = {http://josaa.osa.org/abstract.cfm?URI=josaa-21-12-2283},
+       volume = {21},
+       year = {2004}
+}
+
+@article{Wang04imagequality,
+       author = {Zhou Wang and Alan Conrad Bovik and Hamid Rahim Sheikh and Student Member and Eero P. Simoncelli and Senior Member},
+       journal = {IEEE Transactions on Image Processing},
+       pages = {600--612},
+       title = {Image Quality Assessment: From Error Visibility to Structural Similarity},
+       volume = {13},
+       year = {2004}
+}
+
+@proceedings{denoiselab,
+       author = {Steven Lansel},
+       journal = {Scholl of electrical Engineering},
+       month = oct,
+       school = {Stanford University},
+       title = {DenoiseLab Philosophy: A Standard Test Set and Evaluation Method to Compare Denoising Algorithms},
+       year = {2007}
+}
+
+@article{denoisereview,
+       author = {A. Buades and B. Coll and J.M. Morel},
+       issn = {1540-3459},
+       journal = {Multiscale Modeling and Simulation},
+       number = {2},
+       pages = {490--530},
+       publisher = {Society for Industrial and Applied Mathematics},
+       title = {A Review of Image Denoising Algorithms, with a New One},
+       volume = {4},
+       year = {2005}
+}
+
+@incollection{springerlink:10.1007/3-540-48236-9_16,
+       affiliation = {CMLA, ENS Cachan 61, av du Pr{\'e}sident Wilson 94235 Cachan Cedex France},
+       author = {Pascal Monasse and Fr{\'e}d{\'e}ric Guichard},
+       booktitle = {Scale-Space Theories in Computer Vision},
+       editor = {Mads Nielsen and Peter Johansen and Ole Olsen and Joachim Weickert},
+       isbn = {978-3-540-66498-7},
+       keyword = {Computer Science},
+       note = {10.1007/3-540-48236-9\_16},
+       pages = {175--186},
+       publisher = {Springer Berlin / Heidelberg},
+       series = {Lecture Notes in Computer Science},
+       title = {Scale-Space from a Level Lines Tree},
+       url = {http://dx.doi.org/10.1007/3-540-48236-9\_16},
+       volume = {1682},
+       year = {1999}
+}
+
+@inproceedings{caselles97,
+       author = {Vincent Caselles and Bartomeu Coll and Jean-Michel Morel},
+       isbn = {978-3-540-63167-5},
+       journal = {First International Conference on Scale-Space Theory in Computer Vision (Scale-Space'97)},
+       month = {07},
+       pages = {29--49},
+       publisher = {Springer},
+       title = {Scale space versus topographic map for natural images},
+       year = {1997}
+}
+
+@book{matheron75,
+       author = {Georges Matheron},
+       isbn = {0-471-57621-2},
+       publisher = {Wiley},
+       title = {Random sets and integral geometry},
+       year = {1975}
+}
+
+@article{BuadesCM06,
+       author = {Antoni Buades and Bartomeu Coll and Jean-Michel Morel},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       ee = {http://doi.ieeecomputersociety.org/10.1109/TIP.2006.871137},
+       journal = {IEEE Transactions on Image Processing},
+       number = {6},
+       pages = {1499--1505},
+       title = {The staircasing effect in neighborhood filters and its solution},
+       volume = {15},
+       year = {2006}
+}
+
+@inproceedings{mcguire2008median,
+       author = {Morgan Mc{G}uire},
+       booktitle = {ShaderX6},
+       month = {February},
+       title = {A fast, small-radius GPU median filter},
+       url = {http://graphics.cs.williams.edu/papers/MedianShaderX6},
+       year = {2008}
+}
+
+@article{ipol.2011.bcm_nlm,
+       author = {Bartomeu Coll and Jean-Michel Morel and Antoni Buades},
+       journal = {Image Processing On Line},
+       title = {Non-local Means Denoising},
+        doi = {10.5201/ipol.2011.bcm_nlm},
+       year = 2011
+}
+
+@article{PALHANOXAVIERDEFONTES,
+    hal_id = {inria-00476122},
+    url = {http://hal.inria.fr/inria-00476122},
+    title = {{Real time ultrasound image denoising}},
+    author = {Palhano Xavier De Fontes, Fernanda and Andrade Barroso, Guillermo and Coup{\'e}, Pierrick and Hellier, Pierre},
+    abstract = {{Image denoising is the process of removing the noise that perturbs image analysis methods. In some applications like segmentation or registration, denoising is intended to smooth homogeneous areas while preserving the contours. In many applications like video analysis, visual servoing or image-guided surgical interventions, real-time denoising is required. This paper presents a method for real-time denoising of ultrasound images: a modified version of the NL-means method is presented that incorporates an ultrasound dedicated noise model, as well as a GPU implementation of the algorithm. Results demonstrate that the proposed method is very efficient in terms of denoising quality and is real-time.}},
+    language = {Anglais},
+    affiliation = {VISAGES : Vision Action et Gestion d'Informations en Sant{\'e} - VISAGES , Service Exp{\'e}rimentation et D{\'e}veloppement - SED , Montreal Neurological Institute , SERPICO - INRIA},
+    publisher = {Springer},
+    journal = {Journal of Real-Time Image Processing},
+    audience = {internationale },
+    doi = {10.1007/s11554-010-0158-5 },
+    year = {2010},
+    month = May,
+    pdf = {http://hal.inria.fr/inria-00476122/PDF/JRTIP.pdf},
+}
+
+
+@inproceedings{YangTA09,
+       author = {Qingxiong Yang and Kar-Han Tan and Narendra Ahuja},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       booktitle = {CVPR},
+       crossref = {DBLP:conf/cvpr/2009},
+       pages = {557--564},
+       title = {Real-time O(1) bilateral filtering},
+       url = {http://doi.ieeecomputersociety.org/10.1109/CVPRW.2009.5206542},
+       year = {2009}
+}
+
+@proceedings{DBLP:conf/cvpr/2009,
+  title     = {2009 IEEE Computer Society Conference on Computer Vision
+               and Pattern Recognition (CVPR 2009), 20-25 June 2009, Miami,
+               Florida, USA},
+  booktitle = {CVPR},
+  publisher = {IEEE},
+  year      = {2009},
+  isbn      = {978-1-4244-3992-8},
+  bibsource = {DBLP, http://dblp.uni-trier.de}
+}
+
+
+
+@article{abs-1104,
+       author = {Gleb Beliakov},
+       bibsource = {DBLP, http://dblp.uni-trier.de},
+       journal = {CoRR},
+       title = {Parallel calculation of the median and order statistics on GPUs with application to robust regression},
+       url = {http://arxiv.org/abs/1104.2732},
+       volume = {abs/1104.2732},
+       year = {2011}
+}
+
+@inproceedings{chen09,
+       author = {Wei Chen and M. Beister and Y. Kyriakou and M. Kachelries},
+       booktitle = {Nuclear Science Symposium Conference Record (NSS/MIC), 2009 IEEE},
+       doi = {10.1109/NSSMIC.2009.5402323},
+       issn = {1095-7863},
+       keywords = {CUDA-based BVM filter; NVIDIA compute unified device architecture; O(M In M) computational complexity; O(M2) computational complexity; branchless vectorized median filter; computerised tomography; data-level parallelism; fast accessing scheme; high performance median filtering; memory layout; modern commodity graphics processing units; pivot median filter; vectorized median computation; biology computing; computerised tomography; medical image processing},
+       month = {24 2009-nov. 1},
+       pages = {4142--4147},
+       title = {High performance median filtering using commodity graphics hardware},
+       year = {2009}
+}
+
+@inproceedings{sanchezICASSP12,
+       author = {Ricardo M. Sanchez and Paul A. Rodriguez},
+       booktitle = {Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on},
+       doi = {10.1109/ICASSP.2012.6288187},
+       issn = {1520-6149},
+       month = {march},
+       pages = {1549--1552},
+       title = {Bidimensional median filter for parallel computing architectures},
+       year = {2012}
+}
+
+@INPROCEEDINGS{6036776, 
+author={Perrot, G. and Domas, S. and Couturier, R. and Bertaux, N.}, 
+booktitle={Computer and Information Technology (CIT), 2011 IEEE 11th International Conference on}, title={GPU Implementation of a Region Based Algorithm for Large Images Segmentation}, 
+year={2011}, 
+month={31 2011-sept. 2}, 
+volume={}, 
+number={}, 
+pages={291 -298}, 
+keywords={GPU implementation;Nvidia GPU architecture;algorithmic optimization;graphical processing units;image computing;image segmentation;image size;multicore CPU;multithreaded execution capability;region based algorithm;region-based active contour technique;snake algorithm;computer graphic equipment;coprocessors;image enhancement;image segmentation;multi-threading;multiprocessing systems;optimisation;}, 
+doi={10.1109/CIT.2011.60}, 
+ISSN={},}
+
+@book{tukey77,
+author = {Tukey, John Wilder},
+isbn = {0-201-07616-0},
+publisher = {Addison-Wesley},
+title = {Exploratory Data Analysis},
+year = 1977
+}
+
+@INPROCEEDINGS{5402362, 
+author={Kachelriess, M.}, 
+booktitle={Nuclear Science Symposium Conference Record (NSS/MIC), 2009 IEEE}, title={Branchless vectorized median filtering}, 
+year={2009}, 
+month={24 2009-nov. 1}, 
+volume={}, 
+number={}, 
+pages={4099 -4105}, 
+keywords={CPU-based implementations;Intel performance primitives library;branchless vectorized median filtering;computational complexity;conventional fast median filters;data sorting algorithm;data-level parallelism;doubly linked lists;image processing;instruction pipeline;median algorithm;median filtering noisy data;modern hardware;one-dimensional signals;random data;scalar data;signal processing;sorted array;spin-off effect;vector capabilities;vectorized mask operation;vectorized max operation;vectorized min operation;computational complexity;high energy physics instrumentation computing;median filters;sorting;}, 
+doi={10.1109/NSSMIC.2009.5402362}, 
+ISSN={1095-7863},}
+
+
+@article{Weiss:2006:FMB:1141911.1141918,
+ author = {Weiss, Ben},
+ title = {Fast median and bilateral filtering},
+ journal = {ACM Trans. Graph.},
+ issue_date = {July 2006},
+ volume = {25},
+ number = {3},
+ month = jul,
+ year = {2006},
+ issn = {0730-0301},
+ pages = {519--526},
+ numpages = {8},
+ url = {http://doi.acm.org/10.1145/1141911.1141918},
+ doi = {10.1145/1141911.1141918},
+ acmid = {1141918},
+ publisher = {ACM},
+ address = {New York, NY, USA},
+ keywords = {SIMD, algorithms, bilateral filtering, complexity, data structures, histograms, image processing, median filtering, rank-order filtering, sorting, vector processing},
+} 
+
+@inproceedings{Weiss:2006:FMB:1179352.1141918,
+ author = {Weiss, Ben},
+ title = {Fast median and bilateral filtering},
+ booktitle = {ACM SIGGRAPH 2006 Papers},
+ series = {SIGGRAPH '06},
+ year = {2006},
+ isbn = {1-59593-364-6},
+ location = {Boston, Massachusetts},
+ pages = {519--526},
+ numpages = {8},
+ url = {http://doi.acm.org/10.1145/1179352.1141918},
+ doi = {10.1145/1179352.1141918},
+ acmid = {1141918},
+ publisher = {ACM},
+ address = {New York, NY, USA},
+ keywords = {SIMD, algorithms, bilateral filtering, complexity, data structures, histograms, image processing, median filtering, rank-order filtering, sorting, vector processing},
+} 
+
+@book{Huang:1981:TDS:539567,
+ author = {Huang, Thomas S.},
+ title = {Two-Dimensional Digital Signal Processing II: Transforms and Median Filters},
+ year = {1981},
+ isbn = {0387103597},
+ publisher = {Springer-Verlag New York, Inc.},
+ address = {Secaucus, NJ, USA},
+} 
+
+@article{zheng2011performance,
+  title={Performance Tuning for CUDA-Accelerated Neighborhood Denoising Filters},
+  author={Zheng, Z. and Xu, W. and Mueller, K.},
+  journal={Workshop on High Performance Image Reconstruction (HPIR)},
+  pages={52--55},
+  year={2011}
+}
+
+@INPROCEEDINGS{6288187, 
+author={Sanchez, R.M. and Rodriguez, P.A.}, 
+booktitle={Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on}, title={Bidimensional median filter for parallel computing architectures}, 
+year={2012}, 
+month={march}, 
+volume={}, 
+number={}, 
+pages={1549 -1552}, 
+keywords={adaptive rate compressive sensing;background subtraction;classical CS theory;cross validation;current measurement rate;sensor measurements;signal reconstruction;signal sparsity;time-varying signal;visual surveillance applications;compressed sensing;image reconstruction;video surveillance;}, 
+doi={10.1109/ICASSP.2012.6288187}, 
+ISSN={1520-6149},}
+
+@ARTICLE{4287006, 
+author={Perreault, S. and Hebert, P.}, 
+journal={Image Processing, IEEE Transactions on}, title={Median Filtering in Constant Time}, 
+year={2007}, 
+month={sept. }, 
+volume={16}, 
+number={9}, 
+pages={2389 -2394}, 
+keywords={algorithmic runtime complexity;filter kernel radius;image processing;median filtering algorithm;computational complexity;filtering theory;image processing;median filters;Algorithms;Computer Graphics;Image Enhancement;Image Interpretation, Computer-Assisted;Numerical Analysis, Computer-Assisted;Reproducibility of Results;Sensitivity and Specificity;Time Factors;User-Computer Interface;}, 
+doi={10.1109/TIP.2007.902329}, 
+ISSN={1057-7149},}
+
+@ARTICLE{Wu2010, 
+author={Yong Wu and Mansoureh Eghbali and Jimmy Ou and Rong Lu and Ligia Toro and Enrico Stefani}, 
+journal={Biophysical Journal},
+title={Quantitative determination of spatial protein-protein correlations in fluorescence confocal microscopy.}, 
+year={2010}, 
+month={feb. }, 
+volume={98}, 
+number={3}, 
+pages={493-504},  
+doi={10.1016/j.bpj.2009.10.037}, 
+}
+@article{Sanchez-2-2012,
+year={2012},
+issn={1939-8018},
+journal={Journal of Signal Processing Systems},
+doi={10.1007/s11265-012-0715-1},
+title={Highly Parallelable Bidimensional Median Filter for Modern Parallel Programming Models},
+url={http://dx.doi.org/10.1007/s11265-012-0715-1},
+publisher={Springer US},
+keywords={Nonlinear filters; Parallel algorithms; Image processing},
+author={Sánchez, RicardoM. and Rodríguez, PaulA.},
+pages={1-15},
+language={English}
+}
\ No newline at end of file
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diff --git a/THESE/codes/bm3D/BM3D/BM3D-SAPCA/BM3DSAPCA2009.p b/THESE/codes/bm3D/BM3D/BM3D-SAPCA/BM3DSAPCA2009.p
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diff --git a/THESE/codes/bm3D/BM3D/BM3D-SAPCA/README-BM3D-SAPCA.txt b/THESE/codes/bm3D/BM3D/BM3D-SAPCA/README-BM3D-SAPCA.txt
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--- /dev/null
@@ -0,0 +1,53 @@
+--------------------------------------------------------------------
+
+ BM3D-SAPCA : BM3D with Shape-Adaptive Principal Component Analysis
+                            v1.00, 2009
+
+--------------------------------------------------------------------
+
+Copyright (c) 2009-2011 Tampere University of Technology. 
+All rights reserved.
+This work should be used for nonprofit purposes only.
+
+Author:                      Alessandro Foi
+
+BM3D web page:               http://www.cs.tut.fi/~foi/GCF-BM3D
+
+
+
+BM3D-SAPCA is an algorithm for attenuation of additive white
+Gaussian noise (AWGN) from grayscale images.
+
+
+This software package reproduces the results from the article:
+
+ K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian,
+ "BM3D Image Denoising with Shape-Adaptive Principal
+ Component Analysis", Proc. Workshop on Signal Processing
+ with Adaptive Sparse Structured Representations (SPARS'09),
+ Saint-Malo, France, April 2009.
+ ( PDF available at  http://www.cs.tut.fi/~foi/GCF-BM3D )
+
+--------------------------------------------------------------------
+This demo package includes routines from both the
+LASIP 2D demobox (http://www.cs.tut.fi/~lasip/2D/)  and the
+Pointwise SA-DCT demobox (http://www.cs.tut.fi/~foi/SA-DCT/).
+
+--------------------------------------------------------------------
+
+
+
+--------------------------------------------------------------------
+ Disclaimer
+--------------------------------------------------------------------
+
+Any unauthorized use of these routines for industrial or profit-
+oriented activities is expressively prohibited. By downloading 
+and/or using any of these files, you implicitly agree to all the 
+terms of the TUT limited license, as specified in the document
+Legal_Notice.txt (included in this package) and online at
+http://www.cs.tut.fi/~foi/GCF-BM3D/legal_notice.html
+
diff --git a/THESE/codes/bm3D/BM3D/BM3D-SAPCA/demo_BM3DSAPCA.m b/THESE/codes/bm3D/BM3D/BM3D-SAPCA/demo_BM3DSAPCA.m
new file mode 100644 (file)
index 0000000..9daeccf
--- /dev/null
@@ -0,0 +1,54 @@
+% BM3D-SAPCA : BM3D with Shape-Adaptive Principal Component Analysis  (v1.00, 2009)
+% (demo script)
+%
+% BM3D-SAPCA is an algorithm for attenuation of additive white Gaussian noise (AWGN)
+% from grayscale images. This algorithm reproduces the results from the article:
+%  K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "BM3D Image Denoising with
+%  Shape-Adaptive Principal Component Analysis", Proc. Workshop on Signal Processing
+%  with Adaptive Sparse Structured Representations (SPARS'09), Saint-Malo, France,
+%  April 2009.     (PDF available at  http://www.cs.tut.fi/~foi/GCF-BM3D )
+%
+%
+% SYNTAX:
+%
+%     y_est = BM3DSAPCA2009(z, sigma)
+%
+% where  z  is an image corrupted by AWGN with noise standard deviation  sigma
+% and  y_est  is an estimate of the noise-free image.
+% Signals are assumed on the intensity range [0,1].
+%
+%
+% USAGE EXAMPLE:
+%
+%     y = im2double(imread('Cameraman256.png'));
+%     sigma=25/255;
+%     z=y+sigma*randn(size(y));
+%     y_est = BM3DSAPCA2009(z,sigma);
+%
+%
+%
+% Copyright (c) 2009-2011 Tampere University of Technology.   All rights reserved.
+% This work should only be used for nonprofit purposes.
+%
+% author:  Alessandro Foi,   email:  firstname.lastname@tut.fi
+%
+%%
+
+clear all
+
+y = im2double(imread('Cameraman256.png'));
+% y = im2double(imread('Lena512.png'));
+randn('seed',0);
+
+sigma=25/255;
+z=y+sigma*randn(size(y));
+
+y_est = BM3DSAPCA2009(z,sigma);
+
+PSNR = 10*log10(1/mean((y(:)-y_est(:)).^2));
+disp(['PSNR = ',num2str(PSNR)])
+if exist('ssim_index')
+    [mssim ssim_map] = ssim_index(y*255, y_est*255);
+    disp(['SSIM = ',num2str(mssim)])
+end
+
diff --git a/THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_AnisLPAICI8.p b/THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_AnisLPAICI8.p
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diff --git a/THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_CreateLPAKernels.m b/THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_CreateLPAKernels.m
new file mode 100644 (file)
index 0000000..348539e
--- /dev/null
@@ -0,0 +1,117 @@
+% Creates LPA kernels cell array    (function_CreateLPAKernels)\r
+%\r
+% Alessandro Foi - Tampere University of Technology - 2003-2005\r
+% ---------------------------------------------------------------\r
+%\r
+%  Builds kernels cell arrays kernels{direction,size}\r
+%                  and        kernels_higher_order{direction,size,1:2}\r
+%               kernels_higher_order{direction,size,1}  is the 3D matrix\r
+%                   of all kernels for that particular direction/size\r
+%               kernels_higher_order{direction,size,2}  is the 2D matrix\r
+%                   containing the orders indices for the kernels\r
+%                   contained in kernels_higher_order{direction,size,1}\r
+%\r
+%   ---------------------------------------------------------------------\r
+% \r
+%   kernels_higher_order{direction,size,1}(:,:,1) is the funcion estimate kernel\r
+%   kernels_higher_order{direction,size,1}(:,:,2) is a first derivative estimate kernel\r
+%\r
+%   kernels_higher_order{direction,size,1}(:,:,n) is a higher order derivative estimate kernel\r
+%   whose orders with respect to x and y are specified in\r
+%   kernels_higher_order{direction,size,2}(n,:)=\r
+%                           =[xorder yorder xorder+yorder]\r
+%   \r
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+\r
+function [kernels, kernels_higher_order]=function_createLPAkernels(m,h1,h2,TYPE,window_type,directional_resolution,sig_winds,beta)\r
+\r
+%--------------------------------------------------------------------------\r
+% LPA ORDER AND KERNELS SIZES\r
+%--------------------------------------------------------------------------\r
+%    m=[2,0];        % THE VECTOR ORDER OF LPA;\r
+\r
+%    h1=[1 2 3 4 5];    %   sizes of the kernel\r
+%    h2=[1 2 3 4 5];    %   row vectors h1 and h2 need to have the same lenght\r
+\r
+\r
+%--------------------------------------------------------------------------\r
+% WINDOWS PARAMETERS\r
+%--------------------------------------------------------------------------\r
+%    sig_winds=[h1*1 ; h1*1];    % Gaussian parameter\r
+%    beta=1;                     % Parameter of window 6\r
+\r
+%    window_type=1 ;  % window_type=1 for uniform, window_type=2 for Gaussian\r
+% window_type=6 for exponentions with beta\r
+% window_type=8 for Interpolation\r
+\r
+%    TYPE=00;        % TYPE IS A SYMMETRY OF THE WINDOW\r
+                     % 00 SYMMETRIC\r
+                     % 10 NONSYMMETRIC ON X1 and SYMMETRIC ON X2\r
+                     % 11 NONSYMMETRIC ON X1,X2  (Quadrants)\r
+                     % \r
+                     % for rotated directional kernels the method that is used for rotation can be specified by adding \r
+                     % a binary digit in front of these types, as follows:\r
+                     % \r
+                     % 10 \r
+                     % 11  ARE "STANDARD" USING NN (Nearest Neighb.) (you can think of these numbers with a 0 in front)\r
+                     % 00\r
+                     % \r
+                     % 110\r
+                     % 111  ARE EXACT SAMPLING OF THE EXACT ROTATED KERNEL\r
+                     % 100\r
+                     % \r
+                     % 210\r
+                     % 211  ARE WITH BILINEAR INTERP\r
+                     % 200\r
+                     % \r
+                     % 310\r
+                     % 311  ARE WITH BICUBIC INTERP (not reccomended)\r
+                     % 300\r
+\r
+%--------------------------------------------------------------------------\r
+% DIRECTIONAL PARAMETERS\r
+%--------------------------------------------------------------------------\r
+%    directional_resolution=4;       % number of directions\r
+\r
+\r
+\r
+\r
+\r
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+%%%%% From this point onwards this file and the create_LPA_kernels.m should be identical %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+\r
+\r
+\r
+\r
+\r
+\r
+\r
+\r
+\r
+lenh=max(length(h1),length(h2));\r
+clear kernels\r
+clear kernels_higher_order\r
+kernels=cell(directional_resolution,lenh);\r
+kernels_higher_order=cell(directional_resolution,lenh,2);\r
+THETASTEP=2*pi/directional_resolution;\r
+THETA=[0:THETASTEP:2*pi-THETASTEP];\r
+\r
+\r
+s1=0;\r
+for theta=THETA,\r
+    s1=s1+1;\r
+    for s=1:lenh,\r
+        \r
+        \r
+        [gh,gh1,gh1degrees]=function_LPAKernelMatrixTheta(ceil(h2(s)),ceil(h1(s)),window_type,[sig_winds(1,s) sig_winds(2,s)],TYPE,theta, m);\r
+        kernels{s1,s}=gh;                          % degree=0 kernel\r
+        kernels_higher_order{s1,s,1}=gh1;          % degree>=0 kernels\r
+        kernels_higher_order{s1,s,2}=gh1degrees;   % polynomial indexes matrix\r
+       \r
+end   % different lengths loop\r
+end   % different directions loop\r
+\r
diff --git a/THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_LPAKernelMatrixTheta.m b/THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_LPAKernelMatrixTheta.m
new file mode 100644 (file)
index 0000000..76475f1
--- /dev/null
@@ -0,0 +1,153 @@
+% Return the discrete kernels for LPA estimation and their degrees matrix\r
+%\r
+% function [G, G1, index_polynomials]=function_LPAKernelMatrixTheta(h2,h1,window_type,sig_wind,TYPE,theta, m)\r
+%\r
+%\r
+% Outputs:\r
+%\r
+% G  kernel for function estimation\r
+% G1 kernels for function and derivative estimation\r
+%       G1(:,:,j), j=1 for function estimation, j=2 for d/dx, j=3 for d/dy,\r
+%                contains 0 and all higher order kernels (sorted by degree:\r
+%                 1 x y y^2 x^3 x^2y xy^2 y^3 etc...)\r
+% index_polynomials  matrix of degrees first column x powers, second\r
+%                    column y powers, third column total degree\r
+%\r
+%\r
+% Inputs:\r
+%\r
+% h2, h1  size of the kernel (size of the "asymmetrical portion")\r
+% m=[m(1) m(2)] the vector order of the LPA    any order combination should work \r
+% "theta" is an angle of the directrd window\r
+% "TYPE" is a type of the window support\r
+% "sig_wind" - vector - sigma parameters of the Gaussian wind\r
+% "beta"- parameter of the power in some weights for the window function\r
+%           (these last 3 parameters are fed into function_Window2D function)\r
+%\r
+%\r
+% Alessandro Foi, 6 march 2004\r
+\r
+function [G, G1, index_polynomials]=function_LPAKernelMatrixTheta(h2,h1,window_type,sig_wind,TYPE,theta, m)\r
+global beta\r
+\r
+%G1=0;\r
+m(1)=min(h1,m(1));\r
+m(2)=min(h2,m(2));\r
+\r
+% builds ordered matrix of the monomes powers\r
+number_of_polynomials=(min(m)+1)*(max(m)-min(m)+1)+(min(m)+1)*min(m)/2;   %   =size(index_polynomials,1) \r
+index_polynomials=zeros(number_of_polynomials,2);\r
+index3=1;\r
+for index1=1:min(m)+1\r
+    for index2=1:max(m)+2-index1\r
+        index_polynomials(index3,:)=[index1-1,index2-1];\r
+        index3=index3+1;\r
+    end\r
+end\r
+if m(1)>m(2)\r
+    index_polynomials=fliplr(index_polynomials);\r
+end\r
+index_polynomials(:,3)=index_polynomials(:,1)+index_polynomials(:,2);    %calculates degrees of polynomials\r
+index_polynomials=sortrows(sortrows(index_polynomials,2),3);             %sorts polynomials by degree (x first)\r
+\r
+%=====================================================================================================================================\r
+\r
+halfH=max(h1,h2);\r
+H=-halfH+1:halfH-1;\r
+\r
+\r
+% creates window function and then rotates it\r
+%   win_fun=zeros(halfH-1,halfH-1);\r
+for x1=H\r
+    for x2=H\r
+        if TYPE==00|TYPE==200|TYPE==300 % SYMMETRIC WINDOW\r
+            win_fun1(x2+halfH,x1+halfH)=function_Window2D(x1/h1/(1-1000*eps),x2/h2/(1-1000*eps),window_type,sig_wind,beta,h2/h1); % weight        \r
+        end\r
+        if TYPE==11|TYPE==211|TYPE==311 % NONSYMMETRIC ON X1,X2 WINDOW\r
+            win_fun1(x2+halfH,x1+halfH)=(x1>=-0.05)*(x2>=-0.05)*function_Window2D(x1/h1/(1-1000*eps),x2/h2/(1-1000*eps),window_type,sig_wind,beta,h2/h1); % weight\r
+        end\r
+        if TYPE==10|TYPE==210|TYPE==310 % NONSYMMETRIC ON X1 WINDOW\r
+            win_fun1(x2+halfH,x1+halfH)=(x1>=-0.05)*function_Window2D(x1/h1/(1-1000*eps),x2/h2/(1-1000*eps),window_type,sig_wind,beta,h2/h1); % weight\r
+        end\r
+        \r
+        if TYPE==100|TYPE==110|TYPE==111 % exact sampling\r
+            xt1=x1*cos(-theta)+x2*sin(-theta);\r
+            xt2=x2*cos(-theta)-x1*sin(-theta);\r
+            if TYPE==100 % SYMMETRIC WINDOW\r
+                win_fun1(x2+halfH,x1+halfH)=function_Window2D(xt1/h1/(1-1000*eps),xt2/h2/(1-1000*eps),window_type,sig_wind,beta,h2/h1); % weight        \r
+            end\r
+            if TYPE==111 % NONSYMMETRIC ON X1,X2 WINDOW\r
+                \r
+                win_fun1(x2+halfH,x1+halfH)=(xt1>=-0.05)*(xt2>=-0.05)*function_Window2D(xt1/h1/(1-1000*eps),xt2/h2/(1-1000*eps),window_type,sig_wind,beta,h2/h1); % weight\r
+            end\r
+            if TYPE==110 % NONSYMMETRIC ON X1 WINDOW\r
+                \r
+                win_fun1(x2+halfH,x1+halfH)=(xt1>=-0.05)*function_Window2D(xt1/h1/(1-1000*eps),xt2/h2/(1-1000*eps),window_type,sig_wind,beta,h2/h1); % weight\r
+            end\r
+        end\r
+        \r
+    end\r
+end\r
+win_fun=win_fun1;\r
+if (theta~=0)&(TYPE<100)\r
+    win_fun=imrotate(win_fun1,theta*180/pi,'nearest');     % use 'nearest' or 'bilinear' for different interpolation schemes ('bicubic'...?)\r
+end\r
+if (theta~=0)&(TYPE>=200)&(TYPE<300)\r
+    win_fun=imrotate(win_fun1,theta*180/pi,'bilinear');     % use 'nearest' or 'bilinear' for different interpolation schemes ('bicubic'...?)\r
+end\r
+if (theta~=0)&(TYPE>=300)\r
+    win_fun=imrotate(win_fun1,theta*180/pi,'bicubic');     % use 'nearest' or 'bilinear' for different interpolation schemes ('bicubic'...?)\r
+end\r
+\r
+\r
+\r
+% make the weight support a square\r
+win_fun2=zeros(max(size(win_fun)));\r
+win_fun2((max(size(win_fun))-size(win_fun,1))/2+1:max(size(win_fun))-((max(size(win_fun))-size(win_fun,1))/2),(max(size(win_fun))-size(win_fun,2))/2+1:max(size(win_fun))-((max(size(win_fun))-size(win_fun,2))/2))=win_fun;\r
+win_fun=win_fun2;\r
+\r
+\r
+%=====================================================================================================================================\r
+\r
+\r
+%%%%  rotated coordinates\r
+H=-(size(win_fun,1)-1)/2:(size(win_fun,1)-1)/2;\r
+halfH=(size(win_fun,1)+1)/2;\r
+h_radious=halfH;\r
+Hcos=H*cos(theta); Hsin=H*sin(theta);\r
+\r
+\r
+%%%% Calculation of FI matrix\r
+FI=zeros(number_of_polynomials);\r
+i1=0;\r
+for s1=H\r
+    i1=i1+1;\r
+    i2=0;\r
+    for s2=H\r
+        i2=i2+1;\r
+        x1=Hcos(s1+h_radious)-Hsin(s2+h_radious);\r
+        x2=Hsin(s1+h_radious)+Hcos(s2+h_radious);\r
+        phi=sqrt(win_fun(s2+halfH,s1+halfH))*(prod(((ones(number_of_polynomials,1)*[x1 x2]).^index_polynomials(:,1:2)),2)./prod(gamma(index_polynomials(:,1:2)+1),2).*(-ones(number_of_polynomials,1)).^index_polynomials(:,3));\r
+        FI=FI+phi*phi';\r
+    end % end of s2\r
+end % end of s1\r
+\r
+%FI_inv=((FI+1*eps*eye(size(FI)))^(-1));  % invert FI matrix\r
+FI_inv=pinv(FI);   % invert FI matrix (using pseudoinverse)\r
+G1=zeros([size(H,2) size(H,2) number_of_polynomials]);\r
+\r
+%%%% Calculation of mask\r
+i1=0;\r
+for s1=H\r
+    i1=i1+1;\r
+    i2=0;\r
+    for s2=H\r
+        i2=i2+1;\r
+        x1=Hcos(s1+h_radious)-Hsin(s2+h_radious);\r
+        x2=Hsin(s1+h_radious)+Hcos(s2+h_radious);\r
+        phi=FI_inv*win_fun(s2+halfH,s1+halfH)*(prod(((ones(number_of_polynomials,1)*[x1 x2]).^index_polynomials(:,1:2)),2)./prod(gamma(index_polynomials(:,1:2)+1),2).*(-ones(number_of_polynomials,1)).^index_polynomials(:,3));\r
+        G(i2,i1,1)=phi(1);              %   Function Est\r
+        G1(i2,i1,:)=phi(:)';  % Function est & Der est on X Y etc...\r
+    end % end of s1\r
+end % end of s2\r
+%keyboard
\ No newline at end of file
diff --git a/THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_WOSFilters.p b/THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_WOSFilters.p
new file mode 100644 (file)
index 0000000..2ed46db
Binary files /dev/null and b/THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_WOSFilters.p differ
diff --git a/THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_Window2D.m b/THESE/codes/bm3D/BM3D/BM3D-SAPCA/function_Window2D.m
new file mode 100644 (file)
index 0000000..3a1aec7
--- /dev/null
@@ -0,0 +1,115 @@
+% Returns a scalar/matrix weights (window function) for the LPA estimates\r
+% function w=function_Window2D(X,Y,window,sig_wind, beta);\r
+% X,Y scalar/matrix variables\r
+% window - type of the window weight\r
+% sig_wind - std scaling for the Gaussian ro-weight\r
+% beta -parameter of the degree in the weights\r
+%----------------------------------------------------------------------------------\r
+% V. Katkovnik & A. Foi - Tampere University of Technology -  2002-2005\r
+\r
+\r
+function w=function_Window2D(X,Y,window,sig_wind, beta,ratio);\r
+\r
+if nargin == 5\r
+    ratio=1;\r
+end\r
+\r
+IND=(abs(X)<=1)&(abs(Y)<=1);\r
+IND2=((X.^2+Y.^2)<=1);\r
+IND3=((X.^2+(Y*ratio).^2)<=1);\r
+   \r
+\r
+if window==1           % rectangular symmetric window\r
+w=IND; end\r
+\r
+if window==2   %Gaussian\r
+  \r
+X=X/sig_wind(1);\r
+Y=Y/sig_wind(2);\r
+w = IND.*exp(-(X.^2 + Y.^2)/2); %*(abs(Y)<=0.1*abs(X));%.*IND2; %((X.^2+Y.^2)<=1); \r
+end\r
+\r
+if window==3  % Quadratic window\r
+    w=(1-(X.^2+Y.^2)).*((X.^2+Y.^2)<=1); end\r
+\r
+if window==4           % triangular symmetric window\r
+ w=(1-abs(X)).*(1-abs(Y)).*((X.^2+Y.^2)<=1); end\r
+  \r
+    \r
+if window==5           % Epanechnikov symmetric window\r
+  w=(1-X.^2).*(1-Y.^2).*((X.^2+Y.^2)<=1); \r
+end\r
+\r
+if window==6   % Generalized Gaussian\r
+  \r
+X=X/sig_wind;\r
+Y=Y/sig_wind;\r
+w = exp(-((X.^2 + Y.^2).^beta)/2).*((X.^2+Y.^2)<=1); end\r
+\r
+\r
+if window==7\r
+      \r
+X=X/sig_wind;\r
+Y=Y/sig_wind;\r
+w = exp(-abs(X) - abs(Y)).*IND; end\r
+\r
+if window==8 % Interpolation\r
+    \r
+w=(1./(abs(X).^4+abs(Y).^4+0.0001)).*IND2; \r
+end\r
+\r
+if window==9 % Interpolation\r
+    \r
+    NORM=(abs(X)).^2+(abs(Y)).^2+0.0001;\r
+w=(1./NORM.*(1-sqrt(NORM)).^2).*(NORM<=1); \r
+end\r
+\r
+if window==10\r
+    w=((X.^2+Y.^2)<=1);\r
+end\r
+\r
+\r
+if window==11\r
+  \r
+temp=asin(Y./sqrt(X.^2+Y.^2+eps));\r
+temp=temp*0.6; % Width of Beam\r
+temp=(temp>0)*min(temp,1)+(temp<=0)*max(temp,-1);\r
+\r
+w=max(0,IND.*cos(pi*temp));   \r
+    \r
+  \r
+end\r
+\r
+    \r
+\r
+if window==111\r
+  \r
+temp=asin(Y./sqrt(X.^2+Y.^2+eps));\r
+temp=temp*0.8; % Width of Beam\r
+temp=(temp>0)*min(temp,1)+(temp<=0)*max(temp,-1);\r
+\r
+w=max(0,IND3.*(cos(pi*temp)>0));   \r
+% w=((X.^2+Y.^2)<=1);    \r
+end\r
+\r
+if window==112\r
+  \r
+temp=atan(Y/(X+eps));\r
+%temp=temp*0.8; % Width of Beam\r
+%temp=(temp>0)*min(temp,1)+(temp<=0)*max(temp,-1);\r
+w=max(0,IND3.*((abs(temp))<=pi/4));   \r
+% w=((X.^2+Y.^2)<=1);    \r
+\r
+end\r
+\r
+    \r
+    \r
+    \r
+    \r
+        \r
+    \r
+    \r
+    \r
+\r
+\r
\ No newline at end of file
diff --git a/THESE/codes/bm3D/BM3D/BM3D.m b/THESE/codes/bm3D/BM3D/BM3D.m
new file mode 100644 (file)
index 0000000..f7715ba
--- /dev/null
@@ -0,0 +1,490 @@
+function [PSNR, y_est] = BM3D(y, z, sigma, profile, print_to_screen)
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+%  BM3D is an algorithm for attenuation of additive white Gaussian noise from 
+%  grayscale images. This algorithm reproduces the results from the article:
+%
+%  [1] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image Denoising 
+%      by Sparse 3D Transform-Domain Collaborative Filtering," 
+%      IEEE Transactions on Image Processing, vol. 16, no. 8, August, 2007.
+%      preprint at http://www.cs.tut.fi/~foi/GCF-BM3D.
+%
+%
+%  FUNCTION INTERFACE:
+%
+%  [PSNR, y_est] = BM3D(y, z, sigma, profile, print_to_screen)
+%
+%  ! The function can work without any of the input arguments, 
+%   in which case, the internal default ones are used !
+% 
+%  BASIC USAGE EXAMPLES:
+%
+%     Case 1) Using the default parameters (i.e., image name, sigma, etc.)
+% 
+%      [PSNR, y_est] = BM3D;
+% 
+%     Case 2) Using an external noisy image:
+%
+%      % Read a grayscale image and scale its intensities in range [0,1]
+%      y = im2double(imread('Cameraman256.png')); 
+%      % Generate the same seed used in the experimental results of [1]
+%      randn('seed', 0);
+%      % Standard deviation of the noise --- corresponding to intensity 
+%      %  range [0,255], despite that the input was scaled in [0,1]
+%      sigma = 25;
+%      % Add the AWGN with zero mean and standard deviation 'sigma'
+%      z = y + (sigma/255)*randn(size(y));
+%      % Denoise 'z'. The denoised image is 'y_est', and 'NA = 1' because 
+%      %  the true image was not provided
+%      [NA, y_est] = BM3D(1, z, sigma); 
+%      % Compute the putput PSNR
+%      PSNR = 10*log10(1/mean((y(:)-y_est(:)).^2))
+%      % show the noisy image 'z' and the denoised 'y_est'
+%      figure; imshow(z);   
+%      figure; imshow(y_est);
+% 
+%     Case 3) If the original image y is provided as the first input 
+%      argument, then some additional information is printed (PSNRs, 
+%      figures, etc.). That is, "[NA, y_est] = BM3D(1, z, sigma);" in the
+%      above code should be replaced with:
+% 
+%      [PSNR, y_est] = BM3D(y, z, sigma);
+% 
+% 
+%  INPUT ARGUMENTS (OPTIONAL):
+%
+%     1) y (matrix M x N): Noise-free image (needed for computing PSNR),
+%                           replace with the scalar 1 if not available.
+%     2) z (matrix M x N): Noisy image (intensities in range [0,1] or [0,255])
+%     3) sigma (double)  : Std. dev. of the noise (corresponding to intensities
+%                          in range [0,255] even if the range of z is [0,1])
+%     4) profile (char)  : 'np' --> Normal Profile 
+%                          'lc' --> Fast Profile
+%     5) print_to_screen : 0 --> do not print output information (and do 
+%                                not plot figures)
+%                          1 --> print information and plot figures
+%
+%  OUTPUTS:
+%     1) PSNR (double)          : Output PSNR (dB), only if the original 
+%                                 image is available, otherwise PSNR = 0                                               
+%     2) y_est (matrix M x N): Final estimate (in the range [0,1])
+%
+%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+% Copyright (c) 2006-2011 Tampere University of Technology.
+% All rights reserved.
+% This work should only be used for nonprofit purposes.
+%
+% AUTHORS:
+%     Kostadin Dabov, email: dabov _at_ cs.tut.fi
+%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% In case, a noisy image z is not provided, then use the filename 
+%%%%  below to read an original image (might contain path also). Later, 
+%%%%  artificial AWGN noise is added and this noisy image is processed 
+%%%%  by the BM3D.
+%%%%
+image_name = [
+%     'montage.png'
+     'Cameraman256.png'
+%     'boat.png'
+%     'Lena512.png'
+%     'house.png'
+%     'barbara.png'
+%     'peppers256.png'
+%     'fingerprint.png'
+%     'couple.png'
+%     'hill.png'
+%     'man.png'
+    ];
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%  Quality/complexity trade-off profile selection
+%%%%
+%%%%  'np' --> Normal Profile (balanced quality)
+%%%%  'lc' --> Low Complexity Profile (fast, lower quality)
+%%%%
+%%%%  'high' --> High Profile (high quality, not documented in [1])
+%%%%
+%%%%  'vn' --> This profile is automatically enabled for high noise 
+%%%%           when sigma > 40
+%%%%
+%%%%  'vn_old' --> This is the old 'vn' profile that was used in [1].
+%%%%           It gives inferior results than 'vn' in most cases. 
+%%%%
+if (exist('profile') ~= 1)
+    profile         = 'np'; %% default profile
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%  Specify the std. dev. of the corrupting noise
+%%%%
+if (exist('sigma') ~= 1),
+    sigma               = 25; %% default standard deviation of the AWGN
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Following are the parameters for the Normal Profile.
+%%%%
+
+%%%% Select transforms ('dct', 'dst', 'hadamard', or anything that is listed by 'help wfilters'):
+transform_2D_HT_name     = 'bior1.5'; %% transform used for the HT filt. of size N1 x N1
+transform_2D_Wiener_name = 'dct';     %% transform used for the Wiener filt. of size N1_wiener x N1_wiener
+transform_3rd_dim_name   = 'haar';    %% transform used in the 3-rd dim, the same for HT and Wiener filt.
+
+%%%% Hard-thresholding (HT) parameters:
+N1                  = 8;   %% N1 x N1 is the block size used for the hard-thresholding (HT) filtering
+Nstep               = 3;   %% sliding step to process every next reference block
+N2                  = 16;  %% maximum number of similar blocks (maximum size of the 3rd dimension of a 3D array)
+Ns                  = 39;  %% length of the side of the search neighborhood for full-search block-matching (BM), must be odd
+tau_match           = 3000;%% threshold for the block-distance (d-distance)
+lambda_thr2D        = 0;   %% threshold parameter for the coarse initial denoising used in the d-distance measure
+lambda_thr3D        = 2.7; %% threshold parameter for the hard-thresholding in 3D transform domain
+beta                = 2.0; %% parameter of the 2D Kaiser window used in the reconstruction
+
+%%%% Wiener filtering parameters:
+N1_wiener           = 8;
+Nstep_wiener        = 3;
+N2_wiener           = 32;
+Ns_wiener           = 39;
+tau_match_wiener    = 400;
+beta_wiener         = 2.0;
+
+%%%% Block-matching parameters:
+stepFS              = 1;  %% step that forces to switch to full-search BM, "1" implies always full-search
+smallLN             = 'not used in np'; %% if stepFS > 1, then this specifies the size of the small local search neighb.
+stepFSW             = 1;
+smallLNW            = 'not used in np';
+thrToIncStep        = 8;  % if the number of non-zero coefficients after HT is less than thrToIncStep,
+                          % than the sliding step to the next reference block is incresed to (nm1-1)
+
+if strcmp(profile, 'lc') == 1,
+
+    Nstep               = 6;
+    Ns                  = 25;
+    Nstep_wiener        = 5;
+    N2_wiener           = 16;
+    Ns_wiener           = 25;
+
+    thrToIncStep        = 3;
+    smallLN             = 3;
+    stepFS              = 6*Nstep;
+    smallLNW            = 2;
+    stepFSW             = 5*Nstep_wiener;
+
+end
+
+% Profile 'vn' was proposed in 
+%  Y. Hou, C. Zhao, D. Yang, and Y. Cheng, 'Comment on "Image Denoising by Sparse 3D Transform-Domain
+%  Collaborative Filtering"', accepted for publication, IEEE Trans. on Image Processing, July, 2010.
+% as a better alternative to that initially proposed in [1] (which is currently in profile 'vn_old')
+if (strcmp(profile, 'vn') == 1) | (sigma > 40),
+
+    N2                  = 32;
+    Nstep               = 4;
+    N1_wiener           = 11;
+    Nstep_wiener        = 6;
+
+    lambda_thr3D        = 2.8;
+    thrToIncStep        = 3;
+    tau_match_wiener    = 3500;
+    tau_match           = 25000;
+    
+    Ns_wiener           = 39;
+    
+end
+
+% The 'vn_old' profile corresponds to the original parameters for strong noise proposed in [1].
+if (strcmp(profile, 'vn_old') == 1) & (sigma > 40),
+
+    transform_2D_HT_name = 'dct'; 
+    
+    N1                  = 12;
+    Nstep               = 4;
+    N1_wiener           = 11;
+    Nstep_wiener        = 6;
+
+    lambda_thr3D        = 2.8;
+    lambda_thr2D        = 2.0;
+    thrToIncStep        = 3;
+    tau_match_wiener    = 3500;
+    tau_match           = 5000;
+    
+    Ns_wiener           = 39;
+    
+end
+
+decLevel = 0;        %% dec. levels of the dyadic wavelet 2D transform for blocks (0 means full decomposition, higher values decrease the dec. number)
+thr_mask = ones(N1); %% N1xN1 mask of threshold scaling coeff. --- by default there is no scaling, however the use of different thresholds for different wavelet decompoistion subbands can be done with this matrix
+
+if strcmp(profile, 'high') == 1, %% this profile is not documented in [1]
+    
+    decLevel     = 1; 
+    Nstep        = 2;
+    Nstep_wiener = 2;
+    lambda_thr3D = 2.5;
+    vMask = ones(N1,1); vMask((end/4+1):end/2)= 1.01; vMask((end/2+1):end) = 1.07; %% this allows to have different threhsolds for the finest and next-to-the-finest subbands
+    thr_mask = vMask * vMask'; 
+    beta         = 2.5;
+    beta_wiener  = 1.5;
+    
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Note: touch below this point only if you know what you are doing!
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+%%% Check whether to dump information to the screen or remain silent
+dump_output_information = 1;
+if (exist('print_to_screen') == 1) & (print_to_screen == 0),
+    dump_output_information = 0;
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Create transform matrices, etc.
+%%%%
+[Tfor, Tinv]   = getTransfMatrix(N1, transform_2D_HT_name, decLevel);     %% get (normalized) forward and inverse transform matrices
+[TforW, TinvW] = getTransfMatrix(N1_wiener, transform_2D_Wiener_name, 0); %% get (normalized) forward and inverse transform matrices
+
+if (strcmp(transform_3rd_dim_name, 'haar') == 1) | (strcmp(transform_3rd_dim_name(end-2:end), '1.1') == 1),
+    %%% If Haar is used in the 3-rd dimension, then a fast internal transform is used, thus no need to generate transform
+    %%% matrices.
+    hadper_trans_single_den         = {};
+    inverse_hadper_trans_single_den = {};
+else
+    %%% Create transform matrices. The transforms are later applied by
+    %%% matrix-vector multiplication for the 1D case.
+    for hpow = 0:ceil(log2(max(N2,N2_wiener))),
+        h = 2^hpow;
+        [Tfor3rd, Tinv3rd]   = getTransfMatrix(h, transform_3rd_dim_name, 0);
+        hadper_trans_single_den{h}         = single(Tfor3rd);
+        inverse_hadper_trans_single_den{h} = single(Tinv3rd');
+    end
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% 2D Kaiser windows used in the aggregation of block-wise estimates
+%%%%
+if beta_wiener==2 & beta==2 & N1_wiener==8 & N1==8 % hardcode the window function so that the signal processing toolbox is not needed by default
+    Wwin2D = [ 0.1924    0.2989    0.3846    0.4325    0.4325    0.3846    0.2989    0.1924;
+        0.2989    0.4642    0.5974    0.6717    0.6717    0.5974    0.4642    0.2989;
+        0.3846    0.5974    0.7688    0.8644    0.8644    0.7688    0.5974    0.3846;
+        0.4325    0.6717    0.8644    0.9718    0.9718    0.8644    0.6717    0.4325;
+        0.4325    0.6717    0.8644    0.9718    0.9718    0.8644    0.6717    0.4325;
+        0.3846    0.5974    0.7688    0.8644    0.8644    0.7688    0.5974    0.3846;
+        0.2989    0.4642    0.5974    0.6717    0.6717    0.5974    0.4642    0.2989;
+        0.1924    0.2989    0.3846    0.4325    0.4325    0.3846    0.2989    0.1924];
+    Wwin2D_wiener = Wwin2D;
+else
+    Wwin2D           = kaiser(N1, beta) * kaiser(N1, beta)'; % Kaiser window used in the aggregation of the HT part
+    Wwin2D_wiener    = kaiser(N1_wiener, beta_wiener) * kaiser(N1_wiener, beta_wiener)'; % Kaiser window used in the aggregation of the Wiener filt. part
+end
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% If needed, read images, generate noise, or scale the images to the 
+%%%% [0,1] interval
+%%%%
+if (exist('y') ~= 1) | (exist('z') ~= 1)
+    y        = im2double(imread(image_name));  %% read a noise-free image and put in intensity range [0,1]
+    randn('seed', 0);                          %% generate seed
+    z        = y + (sigma/255)*randn(size(y)); %% create a noisy image
+else  % external images
+    
+    image_name = 'External image';
+    
+    % convert z to double precision if needed
+    z = double(z);
+    
+    % convert y to double precision if needed
+    y = double(y);
+    
+    % if z's range is [0, 255], then convert to [0, 1]
+    if (max(z(:)) > 10), % a naive check for intensity range
+        z = z / 255;
+    end
+    
+    % if y's range is [0, 255], then convert to [0, 1]
+    if (max(y(:)) > 10), % a naive check for intensity range
+        y = y / 255;
+    end
+end
+
+
+
+if (size(z,3) ~= 1) | (size(y,3) ~= 1),
+    error('BM3D accepts only grayscale 2D images.');
+end
+
+
+% Check if the true image y is a valid one; if not, then we cannot compute PSNR, etc.
+y_is_invalid_image = (length(size(z)) ~= length(size(y))) | (size(z,1) ~= size(y,1)) | (size(z,2) ~= size(y,2));
+if (y_is_invalid_image),
+    dump_output_information = 0;
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%% Print image information to the screen
+%%%%
+if dump_output_information == 1,
+    fprintf('Image: %s (%dx%d), sigma: %.1f\n', image_name, size(z,1), size(z,2), sigma);
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Step 1. Produce the basic estimate by HT filtering
+%%%%
+tic;
+y_hat = bm3d_thr(z, hadper_trans_single_den, Nstep, N1, N2, lambda_thr2D,...
+       lambda_thr3D, tau_match*N1*N1/(255*255), (Ns-1)/2, (sigma/255), thrToIncStep, single(Tfor), single(Tinv)', inverse_hadper_trans_single_den, single(thr_mask), Wwin2D, smallLN, stepFS );
+estimate_elapsed_time = toc;
+
+if dump_output_information == 1,
+    PSNR_INITIAL_ESTIMATE = 10*log10(1/mean((y(:)-double(y_hat(:))).^2));
+    fprintf('BASIC ESTIMATE, PSNR: %.2f dB\n', PSNR_INITIAL_ESTIMATE);
+end
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Step 2. Produce the final estimate by Wiener filtering (using the 
+%%%%  hard-thresholding initial estimate)
+%%%%
+tic;
+y_est = bm3d_wiener(z, y_hat, hadper_trans_single_den, Nstep_wiener, N1_wiener, N2_wiener, ...
+    'unused arg', tau_match_wiener*N1_wiener*N1_wiener/(255*255), (Ns_wiener-1)/2, (sigma/255), 'unused arg', single(TforW), single(TinvW)', inverse_hadper_trans_single_den, Wwin2D_wiener, smallLNW, stepFSW, single(ones(N1_wiener)) );
+wiener_elapsed_time = toc;
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Calculate the final estimate's PSNR, print it, and show the
+%%%% denoised image next to the noisy one
+%%%%
+y_est = double(y_est);
+
+PSNR = 0; %% Remains 0 if the true image y is not available
+if (~y_is_invalid_image), % checks if y is a valid image
+    PSNR = 10*log10(1/mean((y(:)-y_est(:)).^2)); % y is valid
+end
+
+if dump_output_information == 1,
+    fprintf('FINAL ESTIMATE (total time: %.1f sec), PSNR: %.2f dB\n', ...
+        wiener_elapsed_time + estimate_elapsed_time, PSNR);
+
+    figure, imshow(z); title(sprintf('Noisy %s, PSNR: %.3f dB (sigma: %d)', ...
+        image_name(1:end-4), 10*log10(1/mean((y(:)-z(:)).^2)), sigma));
+
+    figure, imshow(y_est); title(sprintf('Denoised %s, PSNR: %.3f dB', ...
+        image_name(1:end-4), PSNR));
+    
+end
+
+return;
+
+
+
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Some auxiliary functions 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+
+
+
+function [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+% Create forward and inverse transform matrices, which allow for perfect
+% reconstruction. The forward transform matrix is normalized so that the 
+% l2-norm of each basis element is 1.
+%
+% [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+%  INPUTS:
+%
+%   N               --> Size of the transform (for wavelets, must be 2^K)
+%
+%   transform_type  --> 'dct', 'dst', 'hadamard', or anything that is 
+%                       listed by 'help wfilters' (bi-orthogonal wavelets)
+%                       'DCrand' -- an orthonormal transform with a DC and all
+%                       the other basis elements of random nature
+%
+%   dec_levels      --> If a wavelet transform is generated, this is the
+%                       desired decomposition level. Must be in the
+%                       range [0, log2(N)-1], where "0" implies
+%                       full decomposition.
+%
+%  OUTPUTS:
+%
+%   Tforward        --> (N x N) Forward transform matrix
+%
+%   Tinverse        --> (N x N) Inverse transform matrix
+%
+
+if exist('dec_levels') ~= 1,
+    dec_levels = 0;
+end
+
+if N == 1,
+    Tforward = 1;
+elseif strcmp(transform_type, 'hadamard') == 1,
+    Tforward    = hadamard(N);
+elseif (N == 8) & strcmp(transform_type, 'bior1.5')==1 % hardcoded transform so that the wavelet toolbox is not needed to generate it
+    Tforward =  [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.219417649252501   0.449283757993216   0.449283757993216   0.219417649252501  -0.219417649252501  -0.449283757993216  -0.449283757993216  -0.219417649252501;
+       0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846  -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284;
+      -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284   0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846;
+       0.707106781186547  -0.707106781186547                   0                   0                   0                   0                   0                   0;
+                       0                   0   0.707106781186547  -0.707106781186547                   0                   0                   0                   0;
+                       0                   0                   0                   0   0.707106781186547  -0.707106781186547                   0                   0;
+                       0                   0                   0                   0                   0                   0   0.707106781186547  -0.707106781186547];   
+elseif (N == 8) & strcmp(transform_type, 'dct')==1 % hardcoded transform so that the signal processing toolbox is not needed to generate it
+    Tforward = [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.490392640201615   0.415734806151273   0.277785116509801   0.097545161008064  -0.097545161008064  -0.277785116509801  -0.415734806151273  -0.490392640201615;
+       0.461939766255643   0.191341716182545  -0.191341716182545  -0.461939766255643  -0.461939766255643  -0.191341716182545   0.191341716182545   0.461939766255643;
+       0.415734806151273  -0.097545161008064  -0.490392640201615  -0.277785116509801   0.277785116509801   0.490392640201615   0.097545161008064  -0.415734806151273;
+       0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274   0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274;
+       0.277785116509801  -0.490392640201615   0.097545161008064   0.415734806151273  -0.415734806151273  -0.097545161008064   0.490392640201615  -0.277785116509801;
+       0.191341716182545  -0.461939766255643   0.461939766255643  -0.191341716182545  -0.191341716182545   0.461939766255643  -0.461939766255643   0.191341716182545;
+       0.097545161008064  -0.277785116509801   0.415734806151273  -0.490392640201615   0.490392640201615  -0.415734806151273   0.277785116509801  -0.097545161008064];
+elseif (N == 8) & strcmp(transform_type, 'dst')==1 % hardcoded transform so that the PDE toolbox is not needed to generate it
+    Tforward = [ 0.161229841765317   0.303012985114696   0.408248290463863   0.464242826880013   0.464242826880013   0.408248290463863   0.303012985114696   0.161229841765317;
+       0.303012985114696   0.464242826880013   0.408248290463863   0.161229841765317  -0.161229841765317  -0.408248290463863  -0.464242826880013  -0.303012985114696;
+       0.408248290463863   0.408248290463863                   0  -0.408248290463863  -0.408248290463863                   0   0.408248290463863   0.408248290463863;
+       0.464242826880013   0.161229841765317  -0.408248290463863  -0.303012985114696   0.303012985114696   0.408248290463863  -0.161229841765317  -0.464242826880013;
+       0.464242826880013  -0.161229841765317  -0.408248290463863   0.303012985114696   0.303012985114696  -0.408248290463863  -0.161229841765317   0.464242826880013;
+       0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863;
+       0.303012985114696  -0.464242826880013   0.408248290463863  -0.161229841765317  -0.161229841765317   0.408248290463863  -0.464242826880013   0.303012985114696;
+       0.161229841765317  -0.303012985114696   0.408248290463863  -0.464242826880013   0.464242826880013  -0.408248290463863   0.303012985114696  -0.161229841765317];
+elseif strcmp(transform_type, 'dct') == 1,
+    Tforward    = dct(eye(N));
+elseif strcmp(transform_type, 'dst') == 1,
+    Tforward    = dst(eye(N));
+elseif strcmp(transform_type, 'DCrand') == 1,
+    x = randn(N); x(1:end,1) = 1; [Q,R] = qr(x); 
+    if (Q(1) < 0), 
+        Q = -Q; 
+    end;
+    Tforward = Q';
+else %% a wavelet decomposition supported by 'wavedec'
+    %%% Set periodic boundary conditions, to preserve bi-orthogonality
+    dwtmode('per','nodisp');  
+    
+    Tforward = zeros(N,N);
+    for i = 1:N
+        Tforward(:,i)=wavedec(circshift([1 zeros(1,N-1)],[dec_levels i-1]), log2(N), transform_type);  %% construct transform matrix
+    end
+end
+
+%%% Normalize the basis elements
+Tforward = (Tforward' * diag(sqrt(1./sum(Tforward.^2,2))))'; 
+
+%%% Compute the inverse transform matrix
+Tinverse = inv(Tforward);
+
+return;
+
diff --git a/THESE/codes/bm3D/BM3D/BM3DDEB.m b/THESE/codes/bm3D/BM3D/BM3DDEB.m
new file mode 100644 (file)
index 0000000..fba3bc8
--- /dev/null
@@ -0,0 +1,346 @@
+function [ISNR, y_hat_RWI] = BM3DDEB(experiment_number, test_image_name)
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+% Copyright © 2008 Tampere University of Technology. All rights reserved.
+% This work should only be used for nonprofit purposes.
+%
+% AUTHORS:
+%     Kostadin Dabov, email: kostadin.dabov _at_ tut.fi
+%     Alessandro Foi
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+%  This function implements the image deblurring method proposed in:
+%
+%  [1] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image 
+%   restoration  by sparse 3D transform-domain collaborative filtering," 
+%   Proc SPIE Electronic Imaging, January 2008.
+%
+%  FUNCTION INTERFACE:
+%
+%  [PSNR, y_hat_RWI] = BM3DDEB(experiment_number, test_image_name)
+%  
+%  INPUT:
+%   1) experiment_number: 1 -> PSF 1, sigma^2 = 2
+%                         2 -> PSF 1, sigma^2 = 8
+%                         3 -> PSF 2, sigma^2 = 0.308
+%                         4 -> PSF 3, sigma^2 = 49
+%                         5 -> PSF 4, sigma^2 = 4
+%                         6 -> PSF 5, sigma^2 = 64
+%         
+%   2) test_image_name:   a valid filename of a grayscale test image
+%
+%  OUTPUT:
+%   1) ISNR:              the output improvement in SNR, dB
+%   2) y_hat_RWI:         the restored image
+%
+%  ! The function can work without any of the input arguments, 
+%   in which case, the internal default ones are used !
+%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+%%%% Fixed regularization parameters (obtained empirically after a rough optimization)
+Regularization_alpha_RI = 4e-4;
+Regularization_alpha_RWI = 5e-3;
+
+%%%% Experiment number (see below for details, e.g. how the blur is generated, etc.)
+if (exist('experiment_number') ~= 1)
+    experiment_number = 3; % 1 -- 6
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Select a single image filename (might contain path)
+%%%%
+if (exist('test_image_name') ~= 1)
+    test_image_name = [
+%        'Lena512.png'
+        'Cameraman256.png'
+%        'barbara.png'
+%        'house.png'
+    ];
+end
+
+%%%% Select 2D transforms ('dct', 'dst', 'hadamard', or anything that is listed by 'help wfilters'):
+transform_2D_HT_name      = 'dst'; %% 2D transform (of size N1 x N1) used in Step 1 
+transform_2D_Wiener_name  = 'dct'; %% 2D transform (of size N1_wiener x N1_wiener) used in Step 2 
+transform_3rd_dimage_name = 'haar'; %% 1D tranform used in the 3-rd dim, the same for both steps
+
+%%%% Step 1 (BM3D with collaborative hard-thresholding) parameters:
+N1                  = 8;   %% N1 x N1 is the block size
+Nstep               = 3;   %% sliding step to process every next refernece block
+N2                  = 16;  %% maximum number of similar blocks (maximum size of the 3rd dimensiona of a 3D array)
+Ns                  = 39;  %% length of the side of the search neighborhood for full-search block-matching (BM)
+tau_match           = 6000;%% threshold for the block distance (d-distance)
+lambda_thr2D        = 0;   %% threshold for the coarse initial denoising used in the d-distance measure
+lambda_thr3D        = 2.9; %% threshold for the hard-thresholding 
+beta                = 0; %% the beta parameter of the 2D Kaiser window used in the reconstruction
+
+%%%% Step 2 (BM3D with collaborative Wiener filtering) parameters:
+N1_wiener           = 8;
+Nstep_wiener        = 2;
+N2_wiener           = 16;
+Ns_wiener           = 39;
+tau_match_wiener    = 800;
+beta_wiener         = 0;
+
+%%%%  Specify whether to print results and display images
+print_to_screen     = 1;
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Note: touch below this point only if you know what you are doing!
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Make parameters compatible with the interface of the mex-functions
+%%%%
+
+[Tfor, Tinv]   = getTransfMatrix(N1, transform_2D_HT_name, 0); %% get (normalized) forward and inverse transform matrices
+[TforW, TinvW] = getTransfMatrix(N1_wiener, transform_2D_Wiener_name, 0); %% get (normalized) forward and inverse transform matrices
+
+if (strcmp(transform_3rd_dimage_name, 'haar') == 1),
+    %%% Fast internal transform is used, no need to generate transform
+    %%% matrices.
+    hadper_trans_single_den         = {};
+    inverse_hadper_trans_single_den = {};
+else
+    %%% Create transform matrices. The transforms are later applied by
+    %%% vector-matrix multiplications
+    for hpow = 0:ceil(log2(max(N2,N2_wiener))),
+        h = 2^hpow;
+        [Tfor3rd, Tinv3rd] = getTransfMatrix(h, transform_3rd_dimage_name, 0);
+        hadper_trans_single_den{h}         = single(Tfor3rd);
+        inverse_hadper_trans_single_den{h} = single(Tinv3rd');
+    end
+end
+
+if beta == 0 & beta_wiener == 0
+    Wwin2D = ones(N1_wiener,N1_wiener);
+    Wwin2D_wiener = ones(N1,N1);
+else
+    Wwin2D        = kaiser(N1, beta) * kaiser(N1, beta)'; % Kaiser window used in the hard-thresholding part
+    Wwin2D_wiener = kaiser(N1_wiener, beta_wiener) * kaiser(N1_wiener, beta_wiener)'; % Kaiser window used in the Wiener filtering part
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Read an image and generate a blurred and noisy image
+%%%%
+y = im2double(imread(test_image_name));
+
+if experiment_number==1
+    sigma=sqrt(2)/255; 
+    for x1=-7:7; for x2=-7:7; v(x1+8,x2+8)=1/(x1^2+x2^2+1); end, end; v=v./sum(v(:));
+end
+if experiment_number==2
+    sigma=sqrt(8)/255;
+    s1=0; for a1=-7:7; s1=s1+1; s2=0; for a2=-7:7; s2=s2+1; v(s1,s2)=1/(a1^2+a2^2+1); end, end;  v=v./sum(v(:));
+end
+if experiment_number==3
+    BSNR=40; sigma=-1; % if "sigma=-1", then the value of sigma depends on the BSNR
+    v=ones(9); v=v./sum(v(:));
+end
+if experiment_number==4
+    sigma=7/255;
+    v=[1 4 6 4 1]'*[1 4 6 4 1]; v=v./sum(v(:));  % PSF
+end
+if experiment_number==5
+    sigma=2/255;
+    v=fspecial('gaussian', 25, 1.6);
+end
+if experiment_number==6
+    sigma=8/255;
+    v=fspecial('gaussian', 25, .4);
+end
+
+
+[Xv, Xh]  = size(y);
+[ghy,ghx] = size(v);
+big_v  = zeros(Xv,Xh); big_v(1:ghy,1:ghx)=v; big_v=circshift(big_v,-round([(ghy-1)/2 (ghx-1)/2])); % pad PSF with zeros to whole image domain, and center it
+V      = fft2(big_v); % frequency response of the PSF
+y_blur = imfilter(y, v, 'circular'); % performs blurring (by circular convolution)
+
+randn('seed',0);  %%% fix seed for the random number generator
+if sigma == -1;   %% check whether to use BSNR in order to define value of sigma
+    sigma=sqrt(norm(y_blur(:)-mean(y_blur(:)),2)^2 /(Xh*Xv*10^(BSNR/10))); % compute sigma from the desired BSNR
+end
+
+%%%% Create a blurred and noisy observation
+z = y_blur + sigma*randn(Xv,Xh);
+
+
+tic;
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Step 1: Final estimate by Regularized Inversion (RI) followed by 
+%%%% BM3D with collaborative hard-thresholding
+%%%%
+
+%%%% Step 1.1. Regularized Inversion
+RI= conj(V)./( (abs(V).^2) + Regularization_alpha_RI * Xv*Xh*sigma^2); % Transfer Matrix for RI    %% Standard Tikhonov Regularization
+zRI=real(ifft2( fft2(z).* RI ));   % Regularized Inverse Estimate (RI OBSERVATION)
+
+stdRI = zeros(N1, N1);
+for ii = 1:N1,
+    for jj = 1:N1,
+        UnitMatrix = zeros(N1,N1); UnitMatrix(ii,jj)=1;
+        BasisElementPadded = zeros(Xv, Xh); BasisElementPadded(1:N1,1:N1) = Tinv*UnitMatrix*Tinv'; 
+        TransfBasisElementPadded = fft2(BasisElementPadded);
+        stdRI(ii,jj) = sqrt( (1/(Xv*Xh)) * sum(sum(abs(TransfBasisElementPadded.*RI).^2)) )*sigma;
+    end,
+end
+
+%%%% Step 1.2. Colored noise suppression by BM3D with collaborative hard-
+%%%% thresholding 
+
+y_hat_RI = bm3d_thr_colored_noise(zRI, hadper_trans_single_den, Nstep, N1, N2, lambda_thr2D,...
+    lambda_thr3D, tau_match*N1*N1/(255*255), (Ns-1)/2, sigma, 0, single(Tfor), single(Tinv)',...
+    inverse_hadper_trans_single_den, single(stdRI'), Wwin2D, 0, 1 );
+
+PSNR_INITIAL_ESTIMATE = 10*log10(1/mean((y(:)-y_hat_RI(:)).^2));
+ISNR_INITIAL_ESTIMATE = PSNR_INITIAL_ESTIMATE - 10*log10(1/mean((y(:)-z(:)).^2));
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Step 2: Final estimate by Regularized Wiener Inversion (RWI) followed
+%%%% by BM3D with collaborative Wiener filtering
+%%%%
+
+%%%% Step 2.1. Regularized Wiener Inversion
+Wiener_Pilot = abs(fft2(double(y_hat_RI)));   %%% Wiener reference estimate
+RWI  = conj(V).*Wiener_Pilot.^2./(Wiener_Pilot.^2.*(abs(V).^2) + Regularization_alpha_RWI*Xv*Xh*sigma^2);   % Transfer Matrix for RWI (uses standard regularization 'a-la-Tikhonov')
+zRWI = real(ifft2(fft2(z).*RWI));   % RWI OBSERVATION
+
+stdRWI = zeros(N1_wiener, N1_wiener);
+for ii = 1:N1,
+    for jj = 1:N1,
+        UnitMatrix = zeros(N1,N1); UnitMatrix(ii,jj)=1;
+        BasisElementPadded = zeros(Xv, Xh); BasisElementPadded(1:N1,1:N1) = idct2(UnitMatrix); 
+        TransfBasisElementPadded = fft2(BasisElementPadded);
+        stdRWI(ii,jj) = sqrt( (1/(Xv*Xh)) * sum(sum(abs(TransfBasisElementPadded.*RWI).^2)) )*sigma;
+    end,
+end
+
+%%%% Step 2.2. Colored noise suppression by BM3D with collaborative Wiener
+%%%% filtering
+y_hat_RWI = bm3d_wiener_colored_noise(zRWI, y_hat_RI, hadper_trans_single_den, Nstep_wiener, N1_wiener, N2_wiener, ...
+     0, tau_match_wiener*N1_wiener*N1_wiener/(255*255), (Ns_wiener-1)/2, 0, single(stdRWI'), single(TforW), single(TinvW)',...
+     inverse_hadper_trans_single_den, Wwin2D_wiener, 0, 1, single(ones(N1_wiener)) );
+
+elapsed_time = toc;
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Calculate the final estimate's PSNR and ISNR, print them, and show the
+%%%% restored image
+%%%%
+PSNR = 10*log10(1/mean((y(:)-y_hat_RWI(:)).^2));
+ISNR = PSNR - 10*log10(1/mean((y(:)-z(:)).^2));
+
+if print_to_screen == 1
+fprintf('Image: %s, Exp %d, Time: %.1f sec, PSNR-RI: %.2f dB, PSNR-RWI: %.2f, ISNR-RWI: %.2f dB\n', ...
+    test_image_name, experiment_number, elapsed_time, PSNR_INITIAL_ESTIMATE, PSNR, ISNR);
+    figure,imshow(z);
+    figure,imshow(double(y_hat_RWI));
+end
+
+return;
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Some auxiliary functions 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+
+
+function [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+% Create forward and inverse transform matrices, which allow for perfect
+% reconstruction. The forward transform matrix is normalized so that the 
+% l2-norm of each basis element is 1.
+%
+% [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+%  INPUTS:
+%
+%   N               --> Size of the transform (for wavelets, must be 2^K)
+%
+%   transform_type  --> 'dct', 'dst', 'hadamard', or anything that is 
+%                       listed by 'help wfilters' (bi-orthogonal wavelets)
+%                       'DCrand' -- an orthonormal transform with a DC and all
+%                       the other basis elements of random nature
+%
+%   dec_levels      --> If a wavelet transform is generated, this is the
+%                       desired decomposition level. Must be in the
+%                       range [0, log2(N)-1], where "0" implies
+%                       full decomposition.
+%
+%  OUTPUTS:
+%
+%   Tforward        --> (N x N) Forward transform matrix
+%
+%   Tinverse        --> (N x N) Inverse transform matrix
+%
+
+if exist('dec_levels') ~= 1,
+    dec_levels = 0;
+end
+
+if N == 1,
+    Tforward = 1;
+elseif strcmp(transform_type, 'hadamard') == 1,
+    Tforward    = hadamard(N);
+elseif (N == 8) & strcmp(transform_type, 'bior1.5')==1 % hardcoded transform so that the wavelet toolbox is not needed to generate it
+    Tforward =  [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.219417649252501   0.449283757993216   0.449283757993216   0.219417649252501  -0.219417649252501  -0.449283757993216  -0.449283757993216  -0.219417649252501;
+       0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846  -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284;
+      -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284   0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846;
+       0.707106781186547  -0.707106781186547                   0                   0                   0                   0                   0                   0;
+                       0                   0   0.707106781186547  -0.707106781186547                   0                   0                   0                   0;
+                       0                   0                   0                   0   0.707106781186547  -0.707106781186547                   0                   0;
+                       0                   0                   0                   0                   0                   0   0.707106781186547  -0.707106781186547];   
+elseif (N == 8) & strcmp(transform_type, 'dct')==1 % hardcoded transform so that the signal processing toolbox is not needed to generate it
+    Tforward = [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.490392640201615   0.415734806151273   0.277785116509801   0.097545161008064  -0.097545161008064  -0.277785116509801  -0.415734806151273  -0.490392640201615;
+       0.461939766255643   0.191341716182545  -0.191341716182545  -0.461939766255643  -0.461939766255643  -0.191341716182545   0.191341716182545   0.461939766255643;
+       0.415734806151273  -0.097545161008064  -0.490392640201615  -0.277785116509801   0.277785116509801   0.490392640201615   0.097545161008064  -0.415734806151273;
+       0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274   0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274;
+       0.277785116509801  -0.490392640201615   0.097545161008064   0.415734806151273  -0.415734806151273  -0.097545161008064   0.490392640201615  -0.277785116509801;
+       0.191341716182545  -0.461939766255643   0.461939766255643  -0.191341716182545  -0.191341716182545   0.461939766255643  -0.461939766255643   0.191341716182545;
+       0.097545161008064  -0.277785116509801   0.415734806151273  -0.490392640201615   0.490392640201615  -0.415734806151273   0.277785116509801  -0.097545161008064];
+elseif (N == 8) & strcmp(transform_type, 'dst')==1 % hardcoded transform so that the PDE toolbox is not needed to generate it
+    Tforward = [ 0.161229841765317   0.303012985114696   0.408248290463863   0.464242826880013   0.464242826880013   0.408248290463863   0.303012985114696   0.161229841765317;
+       0.303012985114696   0.464242826880013   0.408248290463863   0.161229841765317  -0.161229841765317  -0.408248290463863  -0.464242826880013  -0.303012985114696;
+       0.408248290463863   0.408248290463863                   0  -0.408248290463863  -0.408248290463863                   0   0.408248290463863   0.408248290463863;
+       0.464242826880013   0.161229841765317  -0.408248290463863  -0.303012985114696   0.303012985114696   0.408248290463863  -0.161229841765317  -0.464242826880013;
+       0.464242826880013  -0.161229841765317  -0.408248290463863   0.303012985114696   0.303012985114696  -0.408248290463863  -0.161229841765317   0.464242826880013;
+       0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863;
+       0.303012985114696  -0.464242826880013   0.408248290463863  -0.161229841765317  -0.161229841765317   0.408248290463863  -0.464242826880013   0.303012985114696;
+       0.161229841765317  -0.303012985114696   0.408248290463863  -0.464242826880013   0.464242826880013  -0.408248290463863   0.303012985114696  -0.161229841765317];
+elseif strcmp(transform_type, 'dct') == 1,
+    Tforward    = dct(eye(N));
+elseif strcmp(transform_type, 'dst') == 1,
+    Tforward    = dst(eye(N));
+elseif strcmp(transform_type, 'DCrand') == 1,
+    x = randn(N); x(1:end,1) = 1; [Q,R] = qr(x); 
+    if (Q(1) < 0), 
+        Q = -Q; 
+    end;
+    Tforward = Q';
+else %% a wavelet decomposition supported by 'wavedec'
+    %%% Set periodic boundary conditions, to preserve bi-orthogonality
+    dwtmode('per','nodisp');  
+    
+    Tforward = zeros(N,N);
+    for i = 1:N
+        Tforward(:,i)=wavedec(circshift([1 zeros(1,N-1)],[dec_levels i-1]), log2(N), transform_type);  %% construct transform matrix
+    end
+end
+
+%%% Normalize the basis elements
+Tforward = (Tforward' * diag(sqrt(1./sum(Tforward.^2,2))))'; 
+
+%%% Compute the inverse transform matrix
+Tinverse = inv(Tforward);
+
+return;
\ No newline at end of file
diff --git a/THESE/codes/bm3D/BM3D/BM3DSHARP.m b/THESE/codes/bm3D/BM3D/BM3DSHARP.m
new file mode 100644 (file)
index 0000000..071084c
--- /dev/null
@@ -0,0 +1,363 @@
+function [y_hat] = BM3DSHARP(z, sigma, alpha_sharp, profile, print_to_screen)
+%
+%  Joint sharpening and denoising with BM3D. This is implementation of the 
+%  BM3D-SH3D sharpening method that is developed in:
+%
+%  [1] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Joint image
+%   sharpening and denoising by 3D transform-domain collaborative filtering," 
+%   Proc. 2007 Int. TICSP Workshop Spectral Meth. Multirate Signal Process.,
+%   SMMSP 2007, Moscow, Russia, September 2007.
+%
+%  FUNCTION INTERFACE:
+%
+%  [ysharp] = BM3DSHARP(z, sigma, alpha_sharp, profile, print_to_screen)
+%
+%  The function can work without any of the input arguments, hence they are
+%  optional!
+%
+%  INPUTS (OPTIONAL):
+%
+%        1) z (matrix, size MxN)       : Input image (noisy and with poor contrast)
+%        2) sigma (double)             : Noise (IF ANY noise) standard deviation (signal assumed
+%                                          in the range [0, 255])
+%        3) alpha_sharp (double)       : Sharpening parameter (default: 1.5):
+%                                         (1,inf) -> sharpen
+%                                          1      -> no sharpening
+%                                         (0,1)   -> de-sharpen
+%        4) profile (char vector)      : 'lc' --> fast 
+%                                        'np' --> normal (default)
+%        5) print_to_screen (boolean)  : 0 --> do not print output
+%                                          information (and do not plot figures)
+%                                        1 --> print figures (default)
+%
+%   OUTPUTS:
+%        1) ysharp (matrix, size MxN)  : Sharpened image (in the range [0,1])
+%
+%  BASIC USAGE EXAMPLES:     
+%     
+%     sigma = 10;
+%     z = im2double(imread('cameraman.tif'));
+%     z = z + (sigma/255)*randn(size(z));
+%     alpha_sharp = 1.3;
+%     [ysharp] = BM3DSHARP(z, sigma, alpha_sharp);
+%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+% Copyright © 2007 Tampere University of Technology. All rights reserved.
+% This work should only be used for nonprofit purposes.
+%
+% AUTHORS:
+%     Kostadin Dabov (2007), email: kostadin.dabov _at_ tut.fi
+%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% In case, an input image z is not provided, then use the filename 
+%%%%  below to read an original image (might contain path also). Later, 
+%%%%  artificial AWGN noise is added and this noisy image is processed 
+%%%%  by the BM3D-SH3D.
+%%%%
+if (exist('image_name') ~= 1)
+    image_name = [
+    % 
+    %%%% Grayscale images
+    %     'barco.png'
+    %     'pentagon.tif'
+         'Cameraman256.png'   
+    %     'boat.png'
+    %     'Lena512.png'
+    %     'house.png'
+    %     'barbara.png'
+];
+end
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%  Quality/complexity trade-off profile selection
+%%%%
+%%%%  'np' --> Normal Profile (balanced quality)
+%%%%  'lc' --> Low Complexity Profile (fast, lower quality)
+%%%%
+%%%%  'high' --> High Profile (high quality, not documented in [1])
+%%%%
+if (exist('profile') ~= 1)
+    profile         = 'np'; %% default profile
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%  Specify the std. dev. of the corrupting noise
+%%%%
+if (exist('sigma') ~= 1),
+    if (exist('z') ~= 1)
+        sigma = 20; %% default standard deviation of the AWGN
+    else
+        fprintf('Please specify value for the s.t.d. "sigma"\n');
+        y_hat = 0;
+        return;
+    end
+end
+    
+if (exist('alpha_sharp') ~= 1)
+    alpha_sharp = 3/2;
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Following are the parameters for the Normal Profile.
+%%%%
+
+%%%% Select transforms ('dct', 'dst', 'hadamard', or anything that is listed by 'help wfilters'):
+transform_2D_HT_name     = 'bior1.5'; %% transform used for the HT filt. of size N1 x N1
+transform_3rd_dim_name   = 'haar';    %% transform used in the 3-rd dim, the same for HT and Wiener filt.
+
+%%%% Hard-thresholding (HT) parameters:
+N1                  = 8;   %% N1 x N1 is the block size used for the hard-thresholding (HT) filtering
+Nstep               = 3;   %% sliding step to process every next reference block
+N2                  = 16;  %% maximum number of similar blocks (maximum size of the 3rd dimension of a 3D array)
+Ns                  = 39;  %% length of the side of the search neighborhood for full-search block-matching (BM), must be odd
+tau_match           = 3000;%% threshold for the block-distance (d-distance)
+lambda_thr2D        = 0;   %% threshold parameter for the coarse initial denoising used in the d-distance measure
+lambda_thr3D        = 2.7; %% threshold parameter for the hard-thresholding in 3D transform domain
+beta                = 2.0; %% parameter of the 2D Kaiser window used in the reconstruction
+
+%%%% Block-matching parameters:
+stepFS              = 1;  %% step that forces to switch to full-search BM, "1" implies always full-search
+smallLN             = 'not used in np'; %% if stepFS > 1, then this specifies the size of the small local search neighb.
+thrToIncStep        = 8;  %% used in the HT filtering to increase the sliding step in uniform regions
+
+if strcmp(profile, 'lc') == 1,
+
+    Nstep               = 6;
+    Ns                  = 25;
+
+    thrToIncStep        = 3;
+    smallLN             = 3;
+    stepFS              = 6*Nstep;
+
+end
+
+if (strcmp(profile, 'vn') == 1) | (sigma > 40),
+
+    transform_2D_HT_name = 'dct'; 
+    
+    N1                  = 12;
+    Nstep               = 4;
+    lambda_thr3D        = 2.8;
+    lambda_thr2D        = 2.0;
+    thrToIncStep        = 3;
+    tau_match           = 5000;
+    
+end
+
+decLevel = 0;        %% dec. levels of the dyadic wavelet 2D transform for blocks (0 means full decomposition, higher values decrease the dec. number)
+thr_mask = ones(N1); %% N1xN1 mask of threshold scaling coeff. --- by default there is no scaling, however the use of different thresholds for different wavelet decompoistion subbands can be done with this matrix
+
+if strcmp(profile, 'high') == 1, %% this profile is not documented in [1]
+    
+    decLevel     = 1; 
+    Nstep        = 2;
+    lambda_thr3D = 2.5;
+    vMask = ones(N1,1); vMask((end/4+1):end/2)= 1.01; vMask((end/2+1):end) = 1.07; %% this allows to have different threhsolds for the finest and next-to-the-finest subbands
+    thr_mask = vMask * vMask'; 
+    beta         = 2.5;
+    beta_wiener  = 1.5;
+    
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Note: touch below this point only if you know what you are doing!
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+%%% Check whether to dump information to the screen or remain silent
+dump_output_information = 1;
+if (exist('print_to_screen') == 1) & (print_to_screen == 0),
+    dump_output_information = 0;
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Create transform matrices, etc.
+%%%%
+[Tfor, Tinv]   = getTransfMatrix(N1, transform_2D_HT_name, decLevel);     %% get (normalized) forward and inverse transform matrices
+
+if (strcmp(transform_3rd_dim_name, 'haar') == 1) | (strcmp(transform_3rd_dim_name(end-2:end), '1.1') == 1),
+    %%% If Haar is used in the 3-rd dimension, then a fast internal transform is used, thus no need to generate transform
+    %%% matrices.
+    hadper_trans_single_den         = {};
+    inverse_hadper_trans_single_den = {};
+else
+    %%% Create transform matrices. The transforms are later applied by
+    %%% matrix-vector multiplication for the 1D case.
+    for hpow = 0:ceil(log2(max(N2,N2_wiener))),
+        h = 2^hpow;
+        [Tfor3rd, Tinv3rd]   = getTransfMatrix(h, transform_3rd_dim_name, 0);
+        hadper_trans_single_den{h}         = single(Tfor3rd);
+        inverse_hadper_trans_single_den{h} = single(Tinv3rd');
+    end
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% 2D Kaiser windows used in the aggregation of block-wise estimates
+%%%%
+if beta==2 & N1==8 % hardcode the window function so that the signal processing toolbox is not needed by default
+    Wwin2D = [ 0.1924    0.2989    0.3846    0.4325    0.4325    0.3846    0.2989    0.1924;
+        0.2989    0.4642    0.5974    0.6717    0.6717    0.5974    0.4642    0.2989;
+        0.3846    0.5974    0.7688    0.8644    0.8644    0.7688    0.5974    0.3846;
+        0.4325    0.6717    0.8644    0.9718    0.9718    0.8644    0.6717    0.4325;
+        0.4325    0.6717    0.8644    0.9718    0.9718    0.8644    0.6717    0.4325;
+        0.3846    0.5974    0.7688    0.8644    0.8644    0.7688    0.5974    0.3846;
+        0.2989    0.4642    0.5974    0.6717    0.6717    0.5974    0.4642    0.2989;
+        0.1924    0.2989    0.3846    0.4325    0.4325    0.3846    0.2989    0.1924];
+else
+    Wwin2D = kaiser(N1, beta) * kaiser(N1, beta)'; % Kaiser window used in the aggregation of the HT part
+end
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% If needed, read images, generate noise, or scale the images to the 
+%%%% [0,1] interval
+%%%%
+if (exist('z') ~= 1)
+    y        = im2double(imread(image_name));  %% read a noise-free image and put in intensity range [0,1]
+    randn('seed', 0);                          %% generate seed
+    z        = y + (sigma/255)*randn(size(y)); %% create a noisy image
+else  % external images
+    
+    image_name = 'External image';
+    
+    % convert z to double precision if needed
+    z = double(z);
+    
+    % if z's range is [0, 255], then convert to [0, 1]
+    if (max(z(:)) > 10), % a naive check for intensity range
+        z = z / 255;
+    end
+    
+end
+
+if (size(z,3) ~= 1),
+    error('BM3D-SH3D accepts only grayscale 2D images.');
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%% Print image information to the screen
+%%%%
+if dump_output_information == 1,
+    fprintf('Image: %s (%dx%d), sigma: %.1f\n', image_name, size(z,1), size(z,2), sigma);
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Apply the filtering MEX-subroutine
+%%%%
+tic;
+y_hat = bm3d_thr_sharpen_var(z, hadper_trans_single_den, Nstep, N1, N2, lambda_thr2D,...
+         lambda_thr3D, tau_match*N1*N1/(255*255), (Ns-1)/2, (sigma/255), thrToIncStep, single(Tfor), single(Tinv)', inverse_hadper_trans_single_den, single(thr_mask), Wwin2D, smallLN, stepFS, 1/alpha_sharp );
+estimate_elapsed_time = toc;
+
+if dump_output_information == 1,
+    fprintf('SHARPENING COMPLETED (total time: %.1f sec)\n', ...
+        estimate_elapsed_time);
+    imshow(z); figure, imshow(double(y_hat));
+end
+
+return;
+
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Some auxiliary functions 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+
+
+function [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+% Create forward and inverse transform matrices, which allow for perfect
+% reconstruction. The forward transform matrix is normalized so that the 
+% l2-norm of each basis element is 1.
+%
+% [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+%  INPUTS:
+%
+%   N               --> Size of the transform (for wavelets, must be 2^K)
+%
+%   transform_type  --> 'dct', 'dst', 'hadamard', or anything that is 
+%                       listed by 'help wfilters' (bi-orthogonal wavelets)
+%                       'DCrand' -- an orthonormal transform with a DC and all
+%                       the other basis elements of random nature
+%
+%   dec_levels      --> If a wavelet transform is generated, this is the
+%                       desired decomposition level. Must be in the
+%                       range [0, log2(N)-1], where "0" implies
+%                       full decomposition.
+%
+%  OUTPUTS:
+%
+%   Tforward        --> (N x N) Forward transform matrix
+%
+%   Tinverse        --> (N x N) Inverse transform matrix
+%
+
+if exist('dec_levels') ~= 1,
+    dec_levels = 0;
+end
+
+if N == 1,
+    Tforward = 1;
+elseif strcmp(transform_type, 'hadamard') == 1,
+    Tforward    = hadamard(N);
+elseif (N == 8) & strcmp(transform_type, 'bior1.5')==1 % hardcoded transform so that the wavelet toolbox is not needed to generate it
+    Tforward =  [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.219417649252501   0.449283757993216   0.449283757993216   0.219417649252501  -0.219417649252501  -0.449283757993216  -0.449283757993216  -0.219417649252501;
+       0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846  -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284;
+      -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284   0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846;
+       0.707106781186547  -0.707106781186547                   0                   0                   0                   0                   0                   0;
+                       0                   0   0.707106781186547  -0.707106781186547                   0                   0                   0                   0;
+                       0                   0                   0                   0   0.707106781186547  -0.707106781186547                   0                   0;
+                       0                   0                   0                   0                   0                   0   0.707106781186547  -0.707106781186547];   
+elseif (N == 8) & strcmp(transform_type, 'dct')==1 % hardcoded transform so that the signal processing toolbox is not needed to generate it
+    Tforward = [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.490392640201615   0.415734806151273   0.277785116509801   0.097545161008064  -0.097545161008064  -0.277785116509801  -0.415734806151273  -0.490392640201615;
+       0.461939766255643   0.191341716182545  -0.191341716182545  -0.461939766255643  -0.461939766255643  -0.191341716182545   0.191341716182545   0.461939766255643;
+       0.415734806151273  -0.097545161008064  -0.490392640201615  -0.277785116509801   0.277785116509801   0.490392640201615   0.097545161008064  -0.415734806151273;
+       0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274   0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274;
+       0.277785116509801  -0.490392640201615   0.097545161008064   0.415734806151273  -0.415734806151273  -0.097545161008064   0.490392640201615  -0.277785116509801;
+       0.191341716182545  -0.461939766255643   0.461939766255643  -0.191341716182545  -0.191341716182545   0.461939766255643  -0.461939766255643   0.191341716182545;
+       0.097545161008064  -0.277785116509801   0.415734806151273  -0.490392640201615   0.490392640201615  -0.415734806151273   0.277785116509801  -0.097545161008064];
+elseif (N == 8) & strcmp(transform_type, 'dst')==1 % hardcoded transform so that the PDE toolbox is not needed to generate it
+    Tforward = [ 0.161229841765317   0.303012985114696   0.408248290463863   0.464242826880013   0.464242826880013   0.408248290463863   0.303012985114696   0.161229841765317;
+       0.303012985114696   0.464242826880013   0.408248290463863   0.161229841765317  -0.161229841765317  -0.408248290463863  -0.464242826880013  -0.303012985114696;
+       0.408248290463863   0.408248290463863                   0  -0.408248290463863  -0.408248290463863                   0   0.408248290463863   0.408248290463863;
+       0.464242826880013   0.161229841765317  -0.408248290463863  -0.303012985114696   0.303012985114696   0.408248290463863  -0.161229841765317  -0.464242826880013;
+       0.464242826880013  -0.161229841765317  -0.408248290463863   0.303012985114696   0.303012985114696  -0.408248290463863  -0.161229841765317   0.464242826880013;
+       0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863;
+       0.303012985114696  -0.464242826880013   0.408248290463863  -0.161229841765317  -0.161229841765317   0.408248290463863  -0.464242826880013   0.303012985114696;
+       0.161229841765317  -0.303012985114696   0.408248290463863  -0.464242826880013   0.464242826880013  -0.408248290463863   0.303012985114696  -0.161229841765317];
+elseif strcmp(transform_type, 'dct') == 1,
+    Tforward    = dct(eye(N));
+elseif strcmp(transform_type, 'dst') == 1,
+    Tforward    = dst(eye(N));
+elseif strcmp(transform_type, 'DCrand') == 1,
+    x = randn(N); x(1:end,1) = 1; [Q,R] = qr(x); 
+    if (Q(1) < 0), 
+        Q = -Q; 
+    end;
+    Tforward = Q';
+else %% a wavelet decomposition supported by 'wavedec'
+    %%% Set periodic boundary conditions, to preserve bi-orthogonality
+    dwtmode('per','nodisp');  
+    
+    Tforward = zeros(N,N);
+    for i = 1:N
+        Tforward(:,i)=wavedec(circshift([1 zeros(1,N-1)],[dec_levels i-1]), log2(N), transform_type);  %% construct transform matrix
+    end
+end
+
+%%% Normalize the basis elements
+Tforward = (Tforward' * diag(sqrt(1./sum(Tforward.^2,2))))'; 
+
+%%% Compute the inverse transform matrix
+Tinverse = inv(Tforward);
+
+return;
+
diff --git a/THESE/codes/bm3D/BM3D/CBM3D.m b/THESE/codes/bm3D/BM3D/CBM3D.m
new file mode 100644 (file)
index 0000000..29929f8
--- /dev/null
@@ -0,0 +1,640 @@
+function [PSNR, yRGB_est] = CBM3D(yRGB, zRGB, sigma, profile, print_to_screen, colorspace)
+%
+%  CBM3D is algorithm for attenuation of additive white Gaussian noise from 
+%  color RGB images. This algorithm reproduces the results from the article:
+%
+%  [1] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Color image
+%   denoising via sparse 3D collaborative filtering with grouping constraint in 
+%   luminance-chrominance space," submitted to IEEE Int. Conf. Image Process., 
+%   January 2007, in review, preprint at http://www.cs.tut.fi/~foi/GCF-BM3D.
+%
+%  FUNCTION INTERFACE:
+%
+%  [PSNR, yRGB_est] = CBM3D(yRGB, zRGB, sigma, profile, print_to_screen, colorspace)
+%
+%  ! The function can work without any of the input arguments, 
+%   in which case, the internal default ones are used !
+% 
+%  BASIC USAGE EXAMPLES:
+%
+%     Case 1) Using the default parameters (i.e., image name, sigma, etc.)
+% 
+%      [PSNR, yRGB_est] = CBM3D;
+% 
+%     Case 2) Using an external noisy image:
+%
+%      % Read an RGB image and scale its intensities in range [0,1]
+%      yRGB = im2double(imread('image_House256rgb.png')); 
+%      % Generate the same seed used in the experimental results of [1]
+%      randn('seed', 0);
+%      % Standard deviation of the noise --- corresponding to intensity 
+%      %  range [0,255], despite that the input was scaled in [0,1]
+%      sigma = 25;
+%      % Add the AWGN with zero mean and standard deviation 'sigma'
+%      zRGB = yRGB + (sigma/255)*randn(size(yRGB));
+%      % Denoise 'zRGB'. The denoised image is 'yRGB_est', and 'NA = 1'  
+%      %  because the true image was not provided
+%      [NA, yRGB_est] = CBM3D(1, zRGB, sigma); 
+%      % Compute the putput PSNR
+%      PSNR = 10*log10(1/mean((yRGB(:)-yRGB_est(:)).^2))
+%      % show the noisy image 'zRGB' and the denoised 'yRGB_est'
+%      figure; imshow(min(max(zRGB,0),1));   
+%      figure; imshow(min(max(yRGB_est,0),1));
+% 
+%     Case 3) If the original image yRGB is provided as the first input 
+%      argument, then some additional information is printed (PSNRs, 
+%      figures, etc.). That is, "[NA, yRGB_est] = BM3D(1, zRGB, sigma);" in the
+%      above code should be replaced with:
+% 
+%      [PSNR, yRGB_est] = CBM3D(yRGB, zRGB, sigma);
+% 
+% 
+%  INPUT ARGUMENTS (OPTIONAL):
+%     1) yRGB (M x N x 3): Noise-free RGB image (needed for computing PSNR),
+%                           replace with the scalar 1 if not available.
+%     2) zRGB (M x N x 3): Noisy RGBimage (intensities in range [0,1] or [0,255])
+%     3) sigma (double)  : Std. dev. of the noise (corresponding to intensities
+%                            in range [0,255] even if the range of zRGB is [0,1])
+%     4) profile (char)  : 'np' --> Normal Profile 
+%                          'lc' --> Fast Profile
+%     5) print_to_screen : 0 --> do not print output information (and do 
+%                                not plot figures)
+%                          1 --> print information and plot figures
+%     6) colorspace (char): 'opp'   --> use opponent colorspace
+%                          'yCbCr' --> use yCbCr colorspace
+%
+%  OUTPUTS:
+%     1) PSNR (double)          : Output PSNR (dB), only if the original 
+%                                 image is available, otherwise PSNR = 0                                               
+%     2) yRGB_est (M x N x 3): Final RGB estimate (in the range [0,1])
+%
+%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+% Copyright (c) 2007-2011 Tampere University of Technology.
+% All rights reserved.
+% This work should only be used for nonprofit purposes.
+%
+% AUTHORS:
+%     Kostadin Dabov, email: dabov _at_ cs.tut.fi
+%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% In case, there is no input image (zRGB or yRGB), then use the filename 
+%%%%  below to read an original image (might contain path also). Later, 
+%%%%  artificial AWGN noise is added and this noisy image is processed 
+%%%%  by the CBM3D.
+%%%%
+image_name = [
+%    'kodim12.png'
+   'image_Lena512rgb.png'
+%     'image_House256rgb.png'
+%    'image_Peppers512rgb.png'
+%    'image_Baboon512rgb.png'
+%    'image_F16_512rgb.png'
+   ];
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%  Quality/complexity trade-off 
+%%%%
+%%%%  'np' --> Normal Profile (balanced quality)
+%%%%  'lc' --> Low Complexity Profile (fast, lower quality)
+%%%%
+%%%%  'high' --> High Profile (high quality, not documented in [1])
+%%%%
+%%%%  'vn' --> This profile is automatically enabled for high noise 
+%%%%           when sigma > 40
+%%%%
+%%%%  'vn_old' --> This is the old 'vn' profile that was used in [1].
+%%%%           It gives inferior results than 'vn' in most cases. 
+%%%%
+if (exist('profile') ~= 1)
+    profile         = 'np'; %% default profile
+end
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%  Specify the std. dev. of the corrupting noise
+%%%%
+if (exist('sigma') ~= 1),
+   sigma                = 50; %% default standard deviation of the AWGN
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%  Colorspace in which we perform denoising. BM is applied to the first
+%%%%  component and the matching information is re-used for the other two.
+%%%%
+if (exist('colorspace') ~= 1),
+    colorspace              = 'opp'; %%% (valid colorspaces are: 'yCbCr' and 'opp')
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Following are the parameters for the Normal Profile.
+%%%%
+
+%%%% Select transforms ('dct', 'dst', 'hadamard', or anything that is listed by 'help wfilters'):
+transform_2D_HT_name     = 'bior1.5'; %% transform used for the HT filt. of size N1 x N1
+transform_2D_Wiener_name = 'dct';     %% transform used for the Wiener filt. of size N1_wiener x N1_wiener
+transform_3rd_dim_name   = 'haar';    %% transform used in the 3-rd dim, the same for HT and Wiener filt.
+
+%%%% Hard-thresholding (HT) parameters:
+N1                  = 8;   %% N1 x N1 is the block size used for the hard-thresholding (HT) filtering
+Nstep               = 3;   %% sliding step to process every next reference block
+N2                  = 16;  %% maximum number of similar blocks (maximum size of the 3rd dimension of a 3D array)
+Ns                  = 39;  %% length of the side of the search neighborhood for full-search block-matching (BM), must be odd
+tau_match           = 3000;%% threshold for the block-distance (d-distance)
+lambda_thr2D        = 0;   %% threshold parameter for the coarse initial denoising used in the d-distance measure
+lambda_thr3D        = 2.7; %% threshold parameter for the hard-thresholding in 3D transform domain
+beta                = 2.0; %% parameter of the 2D Kaiser window used in the reconstruction
+
+%%%% Wiener filtering parameters:
+N1_wiener           = 8;
+Nstep_wiener        = 3;
+N2_wiener           = 32;
+Ns_wiener           = 39;
+tau_match_wiener    = 400;
+beta_wiener         = 2.0;
+
+%%%% Block-matching parameters:
+stepFS              = 1;  %% step that forces to switch to full-search BM, "1" implies always full-search
+smallLN             = 'not used in np'; %% if stepFS > 1, then this specifies the size of the small local search neighb.
+stepFSW             = 1;
+smallLNW            = 'not used in np';
+thrToIncStep        = 8;  %% used in the HT filtering to increase the sliding step in uniform regions
+
+if strcmp(profile, 'lc') == 1,
+
+    Nstep               = 6;
+    Ns                  = 25;
+    Nstep_wiener        = 5;
+    N2_wiener           = 16;
+    Ns_wiener           = 25;
+
+    thrToIncStep        = 3;
+    smallLN             = 3;
+    stepFS              = 6*Nstep;
+    smallLNW            = 2;
+    stepFSW             = 5*Nstep_wiener;
+
+end
+
+% Profile 'vn' was proposed in 
+%  Y. Hou, C. Zhao, D. Yang, and Y. Cheng, 'Comment on "Image Denoising by Sparse 3D Transform-Domain
+%  Collaborative Filtering"', accepted for publication, IEEE Trans. on Image Processing, July, 2010.
+% as a better alternative to that initially proposed in [1] (which is currently in profile 'vn_old')
+if (strcmp(profile, 'vn') == 1) | (sigma > 40),
+
+    N2                  = 32;
+    Nstep               = 4;
+    N1_wiener           = 11;
+    Nstep_wiener        = 6;
+
+    lambda_thr3D        = 2.8;
+    thrToIncStep        = 3;
+    tau_match_wiener    = 3500;
+    tau_match           = 25000;
+    
+    Ns_wiener           = 39;
+    
+end
+
+% The 'vn_old' profile corresponds to the original parameters for strong noise proposed in [1].
+if (strcmp(profile, 'vn_old') == 1) & (sigma > 40),
+
+    transform_2D_HT_name = 'dct'; 
+    
+    N1                  = 12;
+    Nstep               = 4;
+    N1_wiener           = 11;
+    Nstep_wiener        = 6;
+
+    lambda_thr3D        = 2.8;
+    lambda_thr2D        = 2.0;
+    thrToIncStep        = 3;
+    tau_match_wiener    = 3500;
+    tau_match           = 5000;
+    
+    Ns_wiener           = 39;
+    
+end
+
+
+decLevel = 0;        %% dec. levels of the dyadic wavelet 2D transform for blocks (0 means full decomposition, higher values decrease the dec. number)
+thr_mask = ones(N1); %% N1xN1 mask of threshold scaling coeff. --- by default there is no scaling, however the use of different thresholds for different wavelet decompoistion subbands can be done with this matrix
+
+if strcmp(profile, 'high') == 1,
+    
+    decLevel     = 1; 
+    Nstep        = 2;
+    Nstep_wiener = 2;
+    lambda_thr3D = 2.5;
+    vMask = ones(N1,1); vMask((end/4+1):end/2)= 1.01; vMask((end/2+1):end) = 1.07; %% this allows to have different threhsolds for the finest and next-to-the-finest subbands
+    thr_mask = vMask * vMask'; 
+    beta         = 2.5;
+    beta_wiener  = 1.5;
+    
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Note: touch below this point only if you know what you are doing!
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+%%% Check whether to dump information to the screen or reamin silent
+dump_output_information = 1;
+if (exist('print_to_screen') == 1) & (print_to_screen == 0),
+    dump_output_information = 0;
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Create transform matrices, etc.
+%%%%
+[Tfor, Tinv]   = getTransfMatrix(N1, transform_2D_HT_name, decLevel);  %% get (normalized) forward and inverse transform matrices
+[TforW, TinvW] = getTransfMatrix(N1_wiener, transform_2D_Wiener_name); %% get (normalized) forward and inverse transform matrices
+
+if (strcmp(transform_3rd_dim_name, 'haar') == 1) | (strcmp(transform_3rd_dim_name(end-2:end), '1.1') == 1),
+    %%% If Haar is used in the 3-rd dimension, then a fast internal transform is used, thus no need to generate transform
+    %%% matrices.
+    hadper_trans_single_den         = {};
+    inverse_hadper_trans_single_den = {};
+else
+    %%% Create transform matrices. The transforms are later applied by
+    %%% matrix-vector multiplication for the 1D case.
+    for hpow = 0:ceil(log2(max(N2,N2_wiener))),
+        h = 2^hpow;
+        [Tfor3rd, Tinv3rd]   = getTransfMatrix(h, transform_3rd_dim_name, 0);
+        hadper_trans_single_den{h}         = single(Tfor3rd);
+        inverse_hadper_trans_single_den{h} = single(Tinv3rd');
+    end
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% 2D Kaiser windows used in the aggregation of block-wise estimates
+%%%%
+if beta_wiener==2 & beta==2 & N1_wiener==8 & N1==8 % hardcode the window function so that the signal processing toolbox is not needed by default
+    Wwin2D = [ 0.1924    0.2989    0.3846    0.4325    0.4325    0.3846    0.2989    0.1924;
+        0.2989    0.4642    0.5974    0.6717    0.6717    0.5974    0.4642    0.2989;
+        0.3846    0.5974    0.7688    0.8644    0.8644    0.7688    0.5974    0.3846;
+        0.4325    0.6717    0.8644    0.9718    0.9718    0.8644    0.6717    0.4325;
+        0.4325    0.6717    0.8644    0.9718    0.9718    0.8644    0.6717    0.4325;
+        0.3846    0.5974    0.7688    0.8644    0.8644    0.7688    0.5974    0.3846;
+        0.2989    0.4642    0.5974    0.6717    0.6717    0.5974    0.4642    0.2989;
+        0.1924    0.2989    0.3846    0.4325    0.4325    0.3846    0.2989    0.1924];
+    Wwin2D_wiener = Wwin2D;
+else
+    Wwin2D           = kaiser(N1, beta) * kaiser(N1, beta)'; % Kaiser window used in the aggregation of the HT part
+    Wwin2D_wiener    = kaiser(N1_wiener, beta_wiener) * kaiser(N1_wiener, beta_wiener)'; % Kaiser window used in the aggregation of the Wiener filt. part
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% If needed, read images, generate noise, or scale the images to the 
+%%%% [0,1] interval
+%%%%
+if (exist('yRGB') ~= 1) | (exist('zRGB') ~= 1)
+    yRGB        = im2double(imread(image_name));  %% read a noise-free image
+    randn('seed', 0);                          %% generate seed
+    zRGB        = yRGB + (sigma/255)*randn(size(yRGB)); %% create a noisy image
+else % external images
+    image_name = 'External image';
+    
+    % convert zRGB to double precision
+    zRGB = double(zRGB);
+
+    % convert yRGB to double precision
+    yRGB = double(yRGB);
+    
+    % if zRGB's range is [0, 255], then convert to [0, 1]
+    if (max(zRGB(:)) > 10), % a naive check for intensity range
+        zRGB = zRGB / 255;
+    end
+    
+    % if yRGB's range is [0, 255], then convert to [0, 1]
+    if (max(yRGB(:)) > 10), % a naive check for intensity range
+        yRGB = yRGB / 255;
+    end    
+end
+
+
+if (size(zRGB,3) ~= 3) | (size(zRGB,4) ~= 1),
+    error('CBM3D accepts only input RGB images (i.e. matrices of size M x N x 3).');
+end
+
+% Check if the true image yRGB is a valid one; if not, then we cannot compute PSNR, etc.
+yRGB_is_invalid_image = (length(size(zRGB)) ~= length(size(yRGB))) | (size(zRGB,1) ~= size(yRGB,1)) | (size(zRGB,2) ~= size(yRGB,2)) | (size(zRGB,3) ~= size(yRGB,3));
+if (yRGB_is_invalid_image),
+    dump_output_information = 0;
+end
+
+
+[Xv, Xh, numSlices] = size(zRGB);              %%% obtain image sizes
+
+if numSlices ~= 3
+    fprintf('Error, an RGB color image is required!\n');
+    return;
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Change colorspace, compute the l2-norms of the new color channels
+%%%%
+[zColSpace l2normLumChrom] = function_rgb2LumChrom(zRGB, colorspace);
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Print image information to the screen
+%%%%
+if dump_output_information == 1,
+    fprintf(sprintf('Image: %s (%dx%dx%d), sigma: %.1f\n', image_name, Xv, Xh, numSlices, sigma));
+end
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Step 1. Basic estimate by collaborative hard-thresholding and using
+%%%% the grouping constraint on the chrominances.
+%%%%
+tic;
+y_hat = bm3d_thr_color(zColSpace, hadper_trans_single_den, Nstep, N1, N2, lambda_thr2D,...
+    lambda_thr3D, tau_match*N1*N1/(255*255), (Ns-1)/2, sigma/255, thrToIncStep, single(Tfor), single(Tinv)', inverse_hadper_trans_single_den, single(thr_mask), 'unused arg', 'unused arg', l2normLumChrom, Wwin2D, smallLN, stepFS );
+estimate_elapsed_time = toc;
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Step 2. Final estimate by collaborative Wiener filtering and using
+%%%% the grouping constraint on the chrominances.
+%%%%
+tic;
+yRGB_est = bm3d_wiener_color(zColSpace, y_hat, hadper_trans_single_den, Nstep_wiener, N1_wiener, N2_wiener, ...
+    'unused_arg', tau_match_wiener*N1_wiener*N1_wiener/(255*255), (Ns_wiener-1)/2, sigma/255, 'unused arg', single(TforW), single(TinvW)', inverse_hadper_trans_single_den, 'unused arg', 'unused arg', l2normLumChrom, Wwin2D_wiener, smallLNW, stepFSW );
+wiener_elapsed_time = toc;
+
+yRGB_est = double(yRGB_est);
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Convert back to RGB colorspace
+%%%%
+yRGB_est = function_LumChrom2rgb(yRGB_est, colorspace);
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Calculate final estimate's PSNR and ISNR, print them, and show the
+%%%% denoised image
+%%%%
+PSNR = 0; %% Remains 0 if the true image yRGB is not available
+if (~yRGB_is_invalid_image), % then we assume yRGB is a valid image
+    PSNR = 10*log10(1/mean((yRGB(:)-yRGB_est(:)).^2));
+end
+
+if dump_output_information == 1,
+    fprintf(sprintf('FINAL ESTIMATE (total time: %.1f sec), PSNR: %.2f dB\n', ...
+        wiener_elapsed_time + estimate_elapsed_time, PSNR));
+
+    figure, imshow(min(max(zRGB,0),1)); title(sprintf('Noisy %s, PSNR: %.3f dB (sigma: %d)', ...
+        image_name(1:end-4), 10*log10(1/mean((yRGB(:)-zRGB(:)).^2)), sigma));
+
+    figure, imshow(min(max(yRGB_est,0),1)); title(sprintf('Denoised %s, PSNR: %.3f dB', ...
+        image_name(1:end-4), PSNR));
+end
+
+return;
+
+
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Some auxiliary functions
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+
+
+
+function [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+% Create forward and inverse transform matrices, which allow for perfect
+% reconstruction. The forward transform matrix is normalized so that the 
+% l2-norm of each basis element is 1.
+%
+% [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+%  INPUTS:
+%
+%   N               --> Size of the transform (for wavelets, must be 2^K)
+%
+%   transform_type  --> 'dct', 'dst', 'hadamard', or anything that is 
+%                       listed by 'help wfilters' (bi-orthogonal wavelets)
+%                       'DCrand' -- an orthonormal transform with a DC and all
+%                       the other basis elements of random nature
+%
+%   dec_levels      --> If a wavelet transform is generated, this is the
+%                       desired decomposition level. Must be in the
+%                       range [0, log2(N)-1], where "0" implies
+%                       full decomposition.
+%
+%  OUTPUTS:
+%
+%   Tforward        --> (N x N) Forward transform matrix
+%
+%   Tinverse        --> (N x N) Inverse transform matrix
+%
+
+if exist('dec_levels') ~= 1,
+    dec_levels = 0;
+end
+
+if N == 1,
+    Tforward = 1;
+elseif strcmp(transform_type, 'hadamard') == 1,
+    Tforward    = hadamard(N);
+elseif (N == 8) & strcmp(transform_type, 'bior1.5')==1 % hardcoded transform so that the wavelet toolbox is not needed to generate it
+    Tforward =  [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.219417649252501   0.449283757993216   0.449283757993216   0.219417649252501  -0.219417649252501  -0.449283757993216  -0.449283757993216  -0.219417649252501;
+       0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846  -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284;
+      -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284   0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846;
+       0.707106781186547  -0.707106781186547                   0                   0                   0                   0                   0                   0;
+                       0                   0   0.707106781186547  -0.707106781186547                   0                   0                   0                   0;
+                       0                   0                   0                   0   0.707106781186547  -0.707106781186547                   0                   0;
+                       0                   0                   0                   0                   0                   0   0.707106781186547  -0.707106781186547];   
+elseif (N == 8) & strcmp(transform_type, 'dct')==1 % hardcoded transform so that the signal processing toolbox is not needed to generate it
+    Tforward = [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.490392640201615   0.415734806151273   0.277785116509801   0.097545161008064  -0.097545161008064  -0.277785116509801  -0.415734806151273  -0.490392640201615;
+       0.461939766255643   0.191341716182545  -0.191341716182545  -0.461939766255643  -0.461939766255643  -0.191341716182545   0.191341716182545   0.461939766255643;
+       0.415734806151273  -0.097545161008064  -0.490392640201615  -0.277785116509801   0.277785116509801   0.490392640201615   0.097545161008064  -0.415734806151273;
+       0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274   0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274;
+       0.277785116509801  -0.490392640201615   0.097545161008064   0.415734806151273  -0.415734806151273  -0.097545161008064   0.490392640201615  -0.277785116509801;
+       0.191341716182545  -0.461939766255643   0.461939766255643  -0.191341716182545  -0.191341716182545   0.461939766255643  -0.461939766255643   0.191341716182545;
+       0.097545161008064  -0.277785116509801   0.415734806151273  -0.490392640201615   0.490392640201615  -0.415734806151273   0.277785116509801  -0.097545161008064];
+elseif (N == 8) & strcmp(transform_type, 'dst')==1 % hardcoded transform so that the PDE toolbox is not needed to generate it
+    Tforward = [ 0.161229841765317   0.303012985114696   0.408248290463863   0.464242826880013   0.464242826880013   0.408248290463863   0.303012985114696   0.161229841765317;
+       0.303012985114696   0.464242826880013   0.408248290463863   0.161229841765317  -0.161229841765317  -0.408248290463863  -0.464242826880013  -0.303012985114696;
+       0.408248290463863   0.408248290463863                   0  -0.408248290463863  -0.408248290463863                   0   0.408248290463863   0.408248290463863;
+       0.464242826880013   0.161229841765317  -0.408248290463863  -0.303012985114696   0.303012985114696   0.408248290463863  -0.161229841765317  -0.464242826880013;
+       0.464242826880013  -0.161229841765317  -0.408248290463863   0.303012985114696   0.303012985114696  -0.408248290463863  -0.161229841765317   0.464242826880013;
+       0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863;
+       0.303012985114696  -0.464242826880013   0.408248290463863  -0.161229841765317  -0.161229841765317   0.408248290463863  -0.464242826880013   0.303012985114696;
+       0.161229841765317  -0.303012985114696   0.408248290463863  -0.464242826880013   0.464242826880013  -0.408248290463863   0.303012985114696  -0.161229841765317];
+elseif strcmp(transform_type, 'dct') == 1,
+    Tforward    = dct(eye(N));
+elseif strcmp(transform_type, 'dst') == 1,
+    Tforward    = dst(eye(N));
+elseif strcmp(transform_type, 'DCrand') == 1,
+    x = randn(N); x(1:end,1) = 1; [Q,R] = qr(x); 
+    if (Q(1) < 0), 
+        Q = -Q; 
+    end;
+    Tforward = Q';
+else %% a wavelet decomposition supported by 'wavedec'
+    %%% Set periodic boundary conditions, to preserve bi-orthogonality
+    dwtmode('per','nodisp');  
+    
+    Tforward = zeros(N,N);
+    for i = 1:N
+        Tforward(:,i)=wavedec(circshift([1 zeros(1,N-1)],[dec_levels i-1]), log2(N), transform_type);  %% construct transform matrix
+    end
+end
+
+%%% Normalize the basis elements
+Tforward = (Tforward' * diag(sqrt(1./sum(Tforward.^2,2))))'; 
+
+%%% Compute the inverse transform matrix
+Tinverse = inv(Tforward);
+
+return;
+
+function [y, A, l2normLumChrom]=function_rgb2LumChrom(xRGB, colormode)
+% Forward color-space transformation   ( inverse transformation is function_LumChrom2rgb.m )
+%
+% Alessandro Foi - Tampere University of Technology - 2005 - 2006   Public release v1.03 (March 2006)
+% -----------------------------------------------------------------------------------------------------------------------------------------------
+%
+% SYNTAX:
+%
+%   [y A l2normLumChrom] = function_rgb2LumChrom(xRGB, colormode);
+%
+% INPUTS:
+%   xRGB  is RGB image with range [0 1]^3
+%
+%   colormode = 'opp', 'yCbCr', 'pca', or a custom 3x3 matrix
+%
+%       'opp'     Opponent color space ('opp' is equirange version)
+%       'yCbCr'   The standard yCbCr (e.g. for JPEG images)
+%       'pca'     Principal components   (note that this transformation is renormalized to be equirange) 
+%
+% OUTPUTS:
+%   y  is color-transformed image (with range typically included in or equal to [0 1]^3, depending on the transformation matrix)
+%
+%   l2normLumChrom (optional) l2-norm of the transformation (useful for noise std calculation)
+%   A  transformation matrix  (used necessarily if colormode='pca')
+%
+%   NOTES:  -  If only two outputs are used, then the second output is l2normLumChrom, unless colormode='pca';
+%           -  'opp' is used by default if no colormode is specified.
+%
+%
+% USAGE EXAMPLE FOR PCA TRANSFORMATION:
+%  %%%%  -- forward color transformation --
+%    if colormode=='pca'
+%       [zLumChrom colormode] = function_rgb2LumChrom(zRGB,colormode); % 'colormode' is assigned a 3x3 transform matrix
+%    else
+%       zLumChrom = function_rgb2LumChrom(zRGB,colormode);
+%    end
+%
+%  %%%% [ ... ]  Some processing  [ ... ]
+%
+%  %%%%  -- inverse color transformation --
+%    zRGB=function_LumChrom2rgb(zLumChrom,colormode);
+%
+
+if nargin==1
+    colormode='opp';
+end
+change_output=0;
+if size(colormode)==[3 3]
+    A=colormode;
+    l2normLumChrom=sqrt(sum(A.^2,2));
+else
+    if strcmp(colormode,'opp')
+        A=[1/3 1/3 1/3; 0.5  0  -0.5; 0.25  -0.5  0.25];
+    end
+    if strcmp(colormode,'yCbCr')
+        A=[0.299   0.587   0.114;   -0.16873660714285  -0.33126339285715   0.5;   0.5  -0.4186875  -0.0813125];
+    end
+    if strcmp(colormode,'pca')
+        A=princomp(reshape(xRGB,[size(xRGB,1)*size(xRGB,2) 3]))';
+        A=A./repmat(sum(A.*(A>0),2)-sum(A.*(A<0),2),[1 3]);  %% ranges are normalized to unitary length;
+    else
+        if nargout==2
+            change_output=1;
+        end
+    end
+end
+
+%%%% Make sure that each channel's intensity range is [0,1]
+maxV = sum(A.*(A>0),2);
+minV = sum(A.*(A<0),2);
+yNormal = (reshape(xRGB,[size(xRGB,1)*size(xRGB,2) 3]) * A' - repmat(minV, [1 size(xRGB,1)*size(xRGB,2)])') * diag(1./(maxV-minV)); % put in range [0,1]
+y = reshape(yNormal, [size(xRGB,1) size(xRGB,2) 3]);
+
+%%%% The l2-norm of each of the 3 transform basis elements 
+l2normLumChrom = diag(1./(maxV-minV))*sqrt(sum(A.^2,2));
+
+if change_output
+    A=l2normLumChrom;
+end
+
+return;
+
+
+
+
+function yRGB=function_LumChrom2rgb(x,colormode)
+% Inverse color-space transformation   ( forward transformation is function_rgb2LumChrom.m )
+%
+% Alessandro Foi - Tampere University of Technology - 2005 - 2006   Public release v1.03 (March 2006)
+% -----------------------------------------------------------------------------------------------------------------------------------------------
+%
+% SYNTAX:
+%
+%   yRGB = function_LumChrom2rgb(x,colormode);
+%
+% INPUTS:
+%  x  is color-transformed image (with range typically included in or equal to [0 1]^3, depending on the transformation matrix)
+%
+%  colormode = 'opp', 'yCbCr', or a custom 3x3 matrix (e.g. provided by the forward transform when 'pca' is selected)
+%
+%       'opp'      opponent color space ('opp' is equirange version)
+%       'yCbCr'    standard yCbCr (e.g. for JPEG images)
+%
+% OUTPUTS:
+%   x  is RGB image (with range [0 1]^3)
+%
+%
+% NOTE:    'opp' is used by default if no colormode is specified
+%
+
+if nargin==1
+    colormode='opp';
+end
+if size(colormode)==[3 3]
+    A=colormode;
+    B=inv(A);
+else
+    if strcmp(colormode,'opp')
+        A =[1/3 1/3 1/3; 0.5  0  -0.5; 0.25  -0.5  0.25];
+        B =[1 1 2/3;1 0 -4/3;1 -1 2/3];
+    end
+    if strcmp(colormode,'yCbCr')
+        A=[0.299   0.587   0.114;   -0.16873660714285  -0.33126339285715   0.5;   0.5  -0.4186875  -0.0813125];
+        B=inv(A);
+    end
+end
+
+%%%% Make sure that each channel's intensity range is [0,1]
+maxV = sum(A.*(A>0),2);
+minV = sum(A.*(A<0),2);
+xNormal = reshape(x,[size(x,1)*size(x,2) 3]) * diag(maxV-minV) +  repmat(minV, [1 size(x,1)*size(x,2)])'; % put in range [0,1]
+yRGB = reshape(xNormal * B', [ size(x,1) size(x,2) 3]);
+
+return;
+
diff --git a/THESE/codes/bm3D/BM3D/CVBM3D.m b/THESE/codes/bm3D/BM3D/CVBM3D.m
new file mode 100644 (file)
index 0000000..348a47a
--- /dev/null
@@ -0,0 +1,445 @@
+function [Xdenoised] = CVBM3D(Xnoisy, sigma, Xorig)
+%  CVBM3D denoising of RGB videos corrupted with AWGN.
+%
+%
+%  [Xdenoised] = CVBM3D(Xnoisy, sigma, Xorig)
+%
+%  INPUTS:
+%
+%   1)  Xnoisy --> Either a filename of a noisy AVI RGB uncompressed video (e.g. 'SMg20.avi') 
+%                  or a 4-D matrix of dimensions (M x N x 3 x NumberOfFrames)
+%                  The intensity range is [0,255]!
+%   2)  Sigma -->  Noise standard deviation (assumed intensity range is [0,255])
+%
+%   3)  Xorig     (optional parameter) --> Filename of the original video
+%
+%  OUTPUT: .avi files are written to the current matlab folder
+%
+%   1) Xdenoised --> A 4-D matrix with the denoised RGB-video
+%
+%  USAGE EXAMPLES:
+%   1) To denoise a video:
+%      CVBM3D('SMg20.avi', 20)
+%
+%   2) To denoise a video and print PSNR:
+%      CVBM3D('SMg20.avi', 20, 'SM.avi')
+%
+%   1) To denoise a 4-D matrix representing a noisy RGB video:
+%      CVBM3D(X_4D_matrix, 20)
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+% Copyright © 2009 Tampere University of Technology. All rights reserved.
+% This work should only be used for nonprofit purposes.
+%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+% If no input argument is provided, then use the internal ones from below:
+if exist('sigma', 'var') ~= 1,
+    Xnoisy = 'SMg20.avi';  sigma = 20;  ;
+end
+
+% Whether or not to print information to the screen
+dump_information = 1;
+
+% If the input is a 4-D matrix, then save it as AVI file that is used as
+% input to the denoising
+if ischar(Xnoisy) == 0;
+    NumberOfFrames = size(Xnoisy,4);
+
+    if NumberOfFrames <= 1
+        error('The input RGB video should be a 4-D matrix (M x N x 3 x NumberOfFrames)');
+    end
+    avi_filename = sprintf('ExternalMatrix_%.6d.avi', round(rand*50000));
+    if exist(avi_filename, 'file') == 2,
+        delete(avi_filename);
+    end
+    mov = avifile(avi_filename, 'Colormap', gray(256), 'compression', 'None', 'fps', 30);
+    if mean2(Xnoisy) <= 1
+        fprintf('Possible error: the input RGB-videos should be in range [0,255] and not in [0,1]!\n');
+    else
+        for ii = [1:NumberOfFrames],
+            mov = addframe(mov, uint8(Xnoisy(:,:,:,ii)));
+        end        
+    end
+    mov = close(mov);
+    
+    if dump_information == 1
+        fprintf('The input 4-D matrix was written to: %s.\n', avi_filename);
+    end
+
+    clear Xnoisy
+    Xnoisy = avi_filename;
+end
+
+% Read some properties of the noisy RGB video
+noi_avi_file_info = aviinfo(Xnoisy);
+NumberOfFrames = noi_avi_file_info.NumFrames;
+
+%%% Read Xorig video --- needed if one wants to compute PSNR and ISNR
+if exist('Xorig', 'var') == 1,
+    if ischar(Xorig) == 1;    
+        org_avi_file_info = aviinfo(Xorig);
+        mo = aviread(Xorig);
+        Xorig = zeros([size(mo(1).cdata), NumberOfFrames], 'single');
+        for cf = 1:NumberOfFrames
+            Xorig(:,:,:,cf) = single(mo(cf).cdata(:,:,:));
+        end
+        clear mo;
+
+        if (org_avi_file_info.NumFrames == noi_avi_file_info.NumFrames && org_avi_file_info.FramesPerSecond == noi_avi_file_info.FramesPerSecond && ...
+                org_avi_file_info.Width == noi_avi_file_info.Width && org_avi_file_info.Height == noi_avi_file_info.Height)
+            dump_information = 1;
+        end 
+    else
+        Xorig = single(Xorig);
+        if mean2(Xorig) <= 1
+            fprintf('Possible error: the input RGB-videos should be in range [0,255] and not in [0,1]!\n');
+        end
+
+    end
+end
+
+denoiseFrames  = min(9, NumberOfFrames);
+denoiseFramesW = min(9, NumberOfFrames);
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%  Quality/complexity trade-off
+%%%%
+%%%%  'np' --> Normal Profile (balanced quality)
+%%%%  'lc' --> Low Complexity Profile (fast, lower quality)
+%%%%
+if (exist('bm3dProfile') ~= 1)
+    bm3dProfile         = 'np';
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Following are the parameters for the Normal Profile.
+%%%%
+
+%%%% Select transforms ('dct', 'dst', 'hadamard', or anything that is listed by 'help wfilters'):
+transform_2D_HT_name     = 'bior1.5'; %% transform used for the HT filt. of size N1 x N1
+transform_2D_Wiener_name = 'dct';     %% transform used for the Wiener filt. of size N1_wiener x N1_wiener
+transform_3rd_dim_name   = 'haar'; %% tranform used in the 3-rd dim, the same for HT and Wiener filt.
+
+%%%% Step 1: Hard-thresholding (HT) parameters:
+N1                  = 8;  %% N1 x N1 is the block size used for the hard-thresholding (HT) filtering
+Nstep               = 5;  %% sliding step to process every next refernece block
+N2                  = 8;  %% maximum number of similar blocks (maximum size of the 3rd dimension of the 3D groups)
+Ns                  = 7;  %% length of the side of the search neighborhood for full-search block-matching (BM)
+Npr                 = 3;  %% length of the side of the motion-adaptive search neighborhood, use din the predictive-search BM
+tau_match           = 3000; %% threshold for the block distance (d-distance)
+lambda_thr3D        = 2.7; %% threshold parameter for the hard-thresholding in 3D DFT domain
+dsub                = 13;  %% a small value subtracted from the distnce of blocks with the same spatial coordinate as the reference one
+Nb                  = 2;  %% number of blocks to follow in each next frame, used in the predictive-search BM
+beta                = 2.0; %% the beta parameter of the 2D Kaiser window used in the reconstruction
+
+
+%%%% Step 2: Wiener filtering parameters:
+N1_wiener           = 7;
+Nstep_wiener        = 4;
+N2_wiener           = 8;
+Ns_wiener           = 7;
+Npr_wiener          = 3;
+tau_match_wiener    = 1000;
+beta_wiener         = 2.0;
+dsub_wiener         = 1.5;
+Nb_wiener           = 2;
+
+%%%% Block-matching parameters:
+stepFS              = 1; %% step that firces to switch to full-search BM, "1" implies always full-search
+stepFSW             = 1;
+thrToIncStep        = 8;  %% used in the HT filtering to increase the sliding step in uniform regions
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Following are the parameters for the Low Complexity Profile.
+%%%%
+if strcmp(bm3dProfile, 'lc') == 1,
+    lambda_thr3D = 2.8;
+    denoiseFrames  = min(5, NumberOfFrames);
+    denoiseFramesW = min(5, NumberOfFrames);
+    N2_wiener = 4;
+    N2 = 4;
+    Ns = 3;
+    Ns_wiener = 3;
+    Nb = 1;
+    Nb_wiener = 1;
+end
+
+if strcmp(bm3dProfile, 'hi') == 1,
+    Nstep        = 3;
+    Nstep_wiener = 3;
+end
+
+if sigma > 30,
+    N1_wiener = 8;
+    tau_match    = 4500;
+    tau_match_wiener    = 3000;
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Note: touch below this point only if you know what you are doing!
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Create transform matrices, etc.
+%%%%
+decLevel                     = 0;    %% dec. levels of the dyadic wavelet 2D transform for blocks (0 means full decomposition, higher values decrease the dec. number)
+decLevel3                    = 0;    %% dec. level for the wavelet transform in the 3rd dimension
+
+[Tfor, Tinv]   = getTransfMatrix(N1, transform_2D_HT_name, decLevel); %% get (normalized) forward and inverse transform matrices
+[TforW, TinvW] = getTransfMatrix(N1_wiener, transform_2D_Wiener_name); %% get (normalized) forward and inverse transform matrices
+
+if (strcmp(transform_3rd_dim_name, 'haar') == 1 || strcmp(transform_3rd_dim_name(end-2:end), '1.1') == 1),
+    %%% Fast internal transform is used, no need to generate transform
+    %%% matrices.
+    hadper_trans_single_den         = {};
+    inverse_hadper_trans_single_den = {};
+else
+    %%% Create transform matrices. The transforms are later computed by
+    %%% matrix multiplication with them
+    for hh = [1 2 4 8 16 32];
+        [Tfor3rd, Tinv3rd]   = getTransfMatrix(hh, transform_3rd_dim_name, decLevel3);
+        hadper_trans_single_den{hh}         = single(Tfor3rd);
+        inverse_hadper_trans_single_den{hh} = single(Tinv3rd');
+    end
+end
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% 2D Kaiser windows that scale the reconstructed blocks
+%%%%
+if beta_wiener==2 & beta==2 & N1_wiener==7 & N1==8 % hardcode the window function so that the signal processing toolbox is not needed by default
+    Wwin2D = [ 0.1924    0.2989    0.3846    0.4325    0.4325    0.3846    0.2989    0.1924;
+        0.2989    0.4642    0.5974    0.6717    0.6717    0.5974    0.4642    0.2989;
+        0.3846    0.5974    0.7688    0.8644    0.8644    0.7688    0.5974    0.3846;
+        0.4325    0.6717    0.8644    0.9718    0.9718    0.8644    0.6717    0.4325;
+        0.4325    0.6717    0.8644    0.9718    0.9718    0.8644    0.6717    0.4325;
+        0.3846    0.5974    0.7688    0.8644    0.8644    0.7688    0.5974    0.3846;
+        0.2989    0.4642    0.5974    0.6717    0.6717    0.5974    0.4642    0.2989;
+        0.1924    0.2989    0.3846    0.4325    0.4325    0.3846    0.2989    0.1924 ];
+    Wwin2D_wiener = [ 0.1924    0.3151    0.4055    0.4387    0.4055    0.3151    0.1924;
+        0.3151    0.5161    0.6640    0.7184    0.6640    0.5161    0.3151;
+        0.4055    0.6640    0.8544    0.9243    0.8544    0.6640    0.4055;
+        0.4387    0.7184    0.9243    1.0000    0.9243    0.7184    0.4387;
+        0.4055    0.6640    0.8544    0.9243    0.8544    0.6640    0.4055;
+        0.3151    0.5161    0.6640    0.7184    0.6640    0.5161    0.3151;
+        0.1924    0.3151    0.4055    0.4387    0.4055    0.3151    0.1924 ];
+else
+    Wwin2D           = kaiser(N1, beta) * kaiser(N1, beta)'; % Kaiser window used in the aggregation of the HT part
+    Wwin2D_wiener    = kaiser(N1_wiener, beta_wiener) * kaiser(N1_wiener, beta_wiener)'; % Kaiser window used in the aggregation of the Wiener filt. part
+end
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Read an image, generate noise and add it to the image
+%%%%
+
+if dump_information == 1
+    fprintf('Input video: %s, sigma: %.1f\n', Xnoisy, sigma);
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Determine unique filenames of intermediate avi files
+%%%%
+
+HT_avi_file = sprintf('%s_cvbm3d_step1_0.avi', Xnoisy(1:end-4));
+Denoised_avi_file = sprintf('%s_cvbm3d_0.avi', Xnoisy(1:end-4));
+i = 1;
+while (exist(['./' HT_avi_file], 'file') ~= 0) | (exist(['./' Denoised_avi_file],'file') ~= 0)
+    HT_avi_file = sprintf('%s_cvbm3d_step1_%d.avi', Xnoisy(1:end-4),i);
+    Denoised_avi_file = sprintf('%s_cvbm3d_%d.avi', Xnoisy(1:end-4),i);
+    i = i + 1;
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Initial estimate by hard-thresholding filtering
+HT_IO = {which(Xnoisy), HT_avi_file};
+
+tic;
+bm3d_thr_video_c(HT_IO, hadper_trans_single_den, Nstep, N1, N2, 0,...
+    lambda_thr3D, tau_match*N1*N1/(255*255), (Ns-1)/2, sigma/255, thrToIncStep,...
+    single(Tfor), single(Tinv)', inverse_hadper_trans_single_den, single(ones(N1)),...
+    'unused arg', dsub*dsub/255 * (sigma^2 / 255), ones(NumberOfFrames,1), Wwin2D,...
+    (Npr-1)/2, stepFS, denoiseFrames, Nb, 0 );
+estimate_elapsed_time = toc;
+
+if dump_information == 1
+%     mo = aviread(HT_avi_file);
+%     y_hat = zeros([size(mo(1).cdata(:,:,1)), 3, NumberOfFrames], 'single');
+%     for cf = 1:NumberOfFrames
+%         y_hat(:,:,:,cf) = single(mo(cf).cdata(:,:,:))/255;
+%     end
+%     clear  mo
+% 
+%     PSNR_HT_ESTIMATE = 10*log10(1/mean2((Xorig-y_hat).^2));
+%     fprintf('HT ESTIMATE, PSNR: %.3f dB\n', PSNR_HT_ESTIMATE);
+%     clear y_hat;
+     fprintf('STEP1 completed!\n');
+end
+
+%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% %%%% Final estimate by Wiener filtering (using the hard-thresholding
+% initial estimate)
+
+lut_ic = ClipComp16b(sigma/255);
+
+WIE_IO = {which(Xnoisy), HT_avi_file, Denoised_avi_file};
+
+tic;
+bm3d_wiener_video_c(WIE_IO, 'unused', hadper_trans_single_den, Nstep_wiener, N1_wiener, N2_wiener, ...
+    'unused_arg', tau_match_wiener*N1_wiener*N1_wiener/(255*255), (Ns_wiener-1)/2, sigma/255, 'unused arg',...
+    single(TforW), single(TinvW)', inverse_hadper_trans_single_den, 'unused arg', dsub_wiener*dsub_wiener/255*(sigma^2 / 255),...
+    ones(NumberOfFrames,1), Wwin2D_wiener, (Npr_wiener-1)/2, stepFSW, denoiseFramesW, Nb_wiener, 0, lut_ic);
+
+wiener_elapsed_time = toc;
+
+if nargout == 1
+    mo = aviread(Denoised_avi_file);
+    Xdenoised = zeros([size(mo(1).cdata(:,:,1)), 3, NumberOfFrames], 'single');
+    for cf = 1:NumberOfFrames
+        Xdenoised(:,:,:,cf) = single(mo(cf).cdata(:,:,:));
+    end
+    clear  mo
+end
+
+if dump_information == 1
+    if nargout ~= 1
+        mo = aviread(Denoised_avi_file);
+        Xdenoised = zeros([size(mo(1).cdata(:,:,1)), 3, NumberOfFrames], 'single');
+        for cf = 1:NumberOfFrames
+            Xdenoised(:,:,:,cf) = single(mo(cf).cdata(:,:,:));
+        end
+        clear  mo
+    end
+    
+    PSNR_TEXT='';
+    if exist('Xorig', 'var') == 1
+        PSNR = 10*log10(255*255/mean((Xorig(:)-Xdenoised(:)).^2));
+        PSNR_TEXT=sprintf(' PSNR: %.3f dB,', PSNR);
+        New_Denoised_avi_file = sprintf('%s_PSNR%.2f.avi',Denoised_avi_file(1:end-4),PSNR);
+        movefile(Denoised_avi_file, New_Denoised_avi_file);
+        Denoised_avi_file = New_Denoised_avi_file;
+    end
+
+%     PSNRs = zeros(NumberOfFrames,1);
+%     for ii = 1:NumberOfFrames,
+%         PSNRs(ii) = 10*log10(1/mean2( (Xorig(:,:,:,ii)-Xdenoised(:,:,:,ii)).^2));
+%         fprintf('Frame: %d, PSNR: %.2f\n', ii, PSNRs(ii));
+%     end
+    if nargout == 0
+        clear Xdenoised
+    end
+
+    fprintf('FILTERING COMPLETED (frames/sec: %.2f,%s denoised video saved as %s)\n', ...
+        NumberOfFrames/(wiener_elapsed_time + estimate_elapsed_time), PSNR_TEXT, Denoised_avi_file);
+    
+end
+
+
+return;
+
+
+function [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+% Create forward and inverse transform matrices, which allow for perfect
+% reconstruction. The forward transform matrix is normalized so that the 
+% l2-norm of each basis element is 1.
+%
+% [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+%  INPUTS:
+%
+%   N               --> Size of the transform (for wavelets, must be 2^K)
+%
+%   transform_type  --> 'dct', 'dst', 'hadamard', or anything that is 
+%                       listed by 'help wfilters' (bi-orthogonal wavelets)
+%                       'DCrand' -- an orthonormal transform with a DC and all
+%                       the other basis elements of random nature
+%
+%   dec_levels      --> If a wavelet transform is generated, this is the
+%                       desired decomposition level. Must be in the
+%                       range [0, log2(N)-1], where "0" implies
+%                       full decomposition.
+%
+%  OUTPUTS:
+%
+%   Tforward        --> (N x N) Forward transform matrix
+%
+%   Tinverse        --> (N x N) Inverse transform matrix
+%
+
+if exist('dec_levels') ~= 1,
+    dec_levels = 0;
+end
+
+if N == 1,
+    Tforward = 1;
+elseif strcmp(transform_type, 'hadamard') == 1,
+    Tforward    = hadamard(N);
+elseif (N == 8) & strcmp(transform_type, 'bior1.5')==1 % hardcoded transform so that the wavelet toolbox is not needed to generate it
+    Tforward =  [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.219417649252501   0.449283757993216   0.449283757993216   0.219417649252501  -0.219417649252501  -0.449283757993216  -0.449283757993216  -0.219417649252501;
+       0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846  -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284;
+      -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284   0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846;
+       0.707106781186547  -0.707106781186547                   0                   0                   0                   0                   0                   0;
+                       0                   0   0.707106781186547  -0.707106781186547                   0                   0                   0                   0;
+                       0                   0                   0                   0   0.707106781186547  -0.707106781186547                   0                   0;
+                       0                   0                   0                   0                   0                   0   0.707106781186547  -0.707106781186547];   
+elseif (N == 8) & strcmp(transform_type, 'dct')==1 % hardcoded transform so that the signal processing toolbox is not needed to generate it
+    Tforward = [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.490392640201615   0.415734806151273   0.277785116509801   0.097545161008064  -0.097545161008064  -0.277785116509801  -0.415734806151273  -0.490392640201615;
+       0.461939766255643   0.191341716182545  -0.191341716182545  -0.461939766255643  -0.461939766255643  -0.191341716182545   0.191341716182545   0.461939766255643;
+       0.415734806151273  -0.097545161008064  -0.490392640201615  -0.277785116509801   0.277785116509801   0.490392640201615   0.097545161008064  -0.415734806151273;
+       0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274   0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274;
+       0.277785116509801  -0.490392640201615   0.097545161008064   0.415734806151273  -0.415734806151273  -0.097545161008064   0.490392640201615  -0.277785116509801;
+       0.191341716182545  -0.461939766255643   0.461939766255643  -0.191341716182545  -0.191341716182545   0.461939766255643  -0.461939766255643   0.191341716182545;
+       0.097545161008064  -0.277785116509801   0.415734806151273  -0.490392640201615   0.490392640201615  -0.415734806151273   0.277785116509801  -0.097545161008064];
+elseif (N == 8) & strcmp(transform_type, 'dst')==1 % hardcoded transform so that the PDE toolbox is not needed to generate it
+    Tforward = [ 0.161229841765317   0.303012985114696   0.408248290463863   0.464242826880013   0.464242826880013   0.408248290463863   0.303012985114696   0.161229841765317;
+       0.303012985114696   0.464242826880013   0.408248290463863   0.161229841765317  -0.161229841765317  -0.408248290463863  -0.464242826880013  -0.303012985114696;
+       0.408248290463863   0.408248290463863                   0  -0.408248290463863  -0.408248290463863                   0   0.408248290463863   0.408248290463863;
+       0.464242826880013   0.161229841765317  -0.408248290463863  -0.303012985114696   0.303012985114696   0.408248290463863  -0.161229841765317  -0.464242826880013;
+       0.464242826880013  -0.161229841765317  -0.408248290463863   0.303012985114696   0.303012985114696  -0.408248290463863  -0.161229841765317   0.464242826880013;
+       0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863;
+       0.303012985114696  -0.464242826880013   0.408248290463863  -0.161229841765317  -0.161229841765317   0.408248290463863  -0.464242826880013   0.303012985114696;
+       0.161229841765317  -0.303012985114696   0.408248290463863  -0.464242826880013   0.464242826880013  -0.408248290463863   0.303012985114696  -0.161229841765317];
+elseif (N == 7) & strcmp(transform_type, 'dct')==1 % hardcoded transform so that the signal processing toolbox is not needed to generate it
+    Tforward =[ 0.377964473009227   0.377964473009227   0.377964473009227   0.377964473009227   0.377964473009227   0.377964473009227   0.377964473009227;
+       0.521120889169602   0.417906505941275   0.231920613924330                   0  -0.231920613924330  -0.417906505941275  -0.521120889169602;
+       0.481588117120063   0.118942442321354  -0.333269317528993  -0.534522483824849  -0.333269317528993   0.118942442321354   0.481588117120063;
+       0.417906505941275  -0.231920613924330  -0.521120889169602                   0   0.521120889169602   0.231920613924330  -0.417906505941275;
+       0.333269317528993  -0.481588117120063  -0.118942442321354   0.534522483824849  -0.118942442321354  -0.481588117120063   0.333269317528993;
+       0.231920613924330  -0.521120889169602   0.417906505941275                   0  -0.417906505941275   0.521120889169602  -0.231920613924330;
+       0.118942442321354  -0.333269317528993   0.481588117120063  -0.534522483824849   0.481588117120063  -0.333269317528993   0.118942442321354];   
+elseif strcmp(transform_type, 'dct') == 1,
+    Tforward    = dct(eye(N));
+elseif strcmp(transform_type, 'dst') == 1,
+    Tforward    = dst(eye(N));
+elseif strcmp(transform_type, 'DCrand') == 1,
+    x = randn(N); x(1:end,1) = 1; [Q,R] = qr(x); 
+    if (Q(1) < 0), 
+        Q = -Q; 
+    end;
+    Tforward = Q';
+else %% a wavelet decomposition supported by 'wavedec'
+    %%% Set periodic boundary conditions, to preserve bi-orthogonality
+    dwtmode('per','nodisp');  
+    
+    Tforward = zeros(N,N);
+    for i = 1:N
+        Tforward(:,i)=wavedec(circshift([1 zeros(1,N-1)],[dec_levels i-1]), log2(N), transform_type);  %% construct transform matrix
+    end
+end
+
+%%% Normalize the basis elements
+Tforward = (Tforward' * diag(sqrt(1./sum(Tforward.^2,2))))'; 
+
+%%% Compute the inverse transform matrix
+Tinverse = inv(Tforward);
+
+return;
+
+
diff --git a/THESE/codes/bm3D/BM3D/ClipComp16b.p b/THESE/codes/bm3D/BM3D/ClipComp16b.p
new file mode 100644 (file)
index 0000000..ad2b60f
Binary files /dev/null and b/THESE/codes/bm3D/BM3D/ClipComp16b.p differ
diff --git a/THESE/codes/bm3D/BM3D/IDDBM3D/BM3DDEB_init.m b/THESE/codes/bm3D/BM3D/IDDBM3D/BM3DDEB_init.m
new file mode 100644 (file)
index 0000000..96e117c
--- /dev/null
@@ -0,0 +1,346 @@
+function [ISNR, y_hat_RI,y_hat_RWI,zRI] = BM3DDEB_init(experiment_number, y, z, v, sigma)
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+% Copyright © 2008 Tampere University of Technology. All rights reserved.
+% This work should only be used for nonprofit purposes.
+%
+% AUTHORS:
+%     Kostadin Dabov, email: kostadin.dabov _at_ tut.fi
+%     Alessandro Foi
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+%  This function implements the image deblurring method proposed in:
+%
+%  [1] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image 
+%   restoration  by sparse 3D transform-domain collaborative filtering," 
+%   Proc SPIE Electronic Imaging, January 2008.
+%
+%  FUNCTION INTERFACE:
+%
+%  [PSNR, y_hat_RWI] = BM3DDEB(experiment_number, test_image_name)
+%  
+%  INPUT:
+%   1) experiment_number: 1 -> PSF 1, sigma^2 = 2
+%                         2 -> PSF 1, sigma^2 = 8
+%                         3 -> PSF 2, sigma^2 = 0.308
+%                         4 -> PSF 3, sigma^2 = 49
+%                         5 -> PSF 4, sigma^2 = 4
+%                         6 -> PSF 5, sigma^2 = 64
+%         
+%   2) test_image_name:   a valid filename of a grayscale test image
+%
+%  OUTPUT:
+%   1) ISNR:              the output improvement in SNR, dB
+%   2) y_hat_RWI:         the restored image
+%
+%  ! The function can work without any of the input arguments, 
+%   in which case, the internal default ones are used !
+%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+%%%% Fixed regularization parameters (obtained empirically after a rough optimization)
+Regularization_alpha_RI = 4e-4;
+Regularization_alpha_RWI = 5e-3;
+
+%%%% Experiment number (see below for details, e.g. how the blur is generated, etc.)
+if (exist('experiment_number') ~= 1)
+    experiment_number = 3; % 1 -- 6
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Select a single image filename (might contain path)
+%%%%
+% if (exist('test_image_name') ~= 1)
+%     test_image_name = [
+% %        'Lena512.png'
+%         'Cameraman256.png'
+% %        'barbara.png'
+% %        'house.png'
+%     ];
+% end
+
+%%%% Select 2D transforms ('dct', 'dst', 'hadamard', or anything that is listed by 'help wfilters'):
+transform_2D_HT_name      = 'dst'; %% 2D transform (of size N1 x N1) used in Step 1 
+transform_2D_Wiener_name  = 'dct'; %% 2D transform (of size N1_wiener x N1_wiener) used in Step 2 
+transform_3rd_dimage_name = 'haar'; %% 1D tranform used in the 3-rd dim, the same for both steps
+
+%%%% Step 1 (BM3D with collaborative hard-thresholding) parameters:
+N1                  = 8;   %% N1 x N1 is the block size
+Nstep               = 3;   %% sliding step to process every next refernece block
+N2                  = 16;  %% maximum number of similar blocks (maximum size of the 3rd dimensiona of a 3D array)
+Ns                  = 39;  %% length of the side of the search neighborhood for full-search block-matching (BM)
+tau_match           = 6000;%% threshold for the block distance (d-distance)
+lambda_thr2D        = 0;   %% threshold for the coarse initial denoising used in the d-distance measure
+lambda_thr3D        = 2.9; %% threshold for the hard-thresholding 
+beta                = 0; %% the beta parameter of the 2D Kaiser window used in the reconstruction
+
+%%%% Step 2 (BM3D with collaborative Wiener filtering) parameters:
+N1_wiener           = 8;
+Nstep_wiener        = 2;
+N2_wiener           = 16;
+Ns_wiener           = 39;
+tau_match_wiener    = 800;
+beta_wiener         = 0;
+
+%%%%  Specify whether to print results and display images
+print_to_screen     = 0;
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Note: touch below this point only if you know what you are doing!
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Make parameters compatible with the interface of the mex-functions
+%%%%
+
+[Tfor, Tinv]   = getTransfMatrix(N1, transform_2D_HT_name, 0); %% get (normalized) forward and inverse transform matrices
+[TforW, TinvW] = getTransfMatrix(N1_wiener, transform_2D_Wiener_name, 0); %% get (normalized) forward and inverse transform matrices
+
+if (strcmp(transform_3rd_dimage_name, 'haar') == 1),
+    %%% Fast internal transform is used, no need to generate transform
+    %%% matrices.
+    hadper_trans_single_den         = {};
+    inverse_hadper_trans_single_den = {};
+else
+    %%% Create transform matrices. The transforms are later applied by
+    %%% vector-matrix multiplications
+    for hpow = 0:ceil(log2(max(N2,N2_wiener))),
+        h = 2^hpow;
+        [Tfor3rd, Tinv3rd] = getTransfMatrix(h, transform_3rd_dimage_name, 0);
+        hadper_trans_single_den{h}         = single(Tfor3rd);
+        inverse_hadper_trans_single_den{h} = single(Tinv3rd');
+    end
+end
+
+if beta == 0 & beta_wiener == 0
+    Wwin2D = ones(N1_wiener,N1_wiener);
+    Wwin2D_wiener = ones(N1,N1);
+else
+    Wwin2D        = kaiser(N1, beta) * kaiser(N1, beta)'; % Kaiser window used in the hard-thresholding part
+    Wwin2D_wiener = kaiser(N1_wiener, beta_wiener) * kaiser(N1_wiener, beta_wiener)'; % Kaiser window used in the Wiener filtering part
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% %%%% Read an image and generate a blurred and noisy image
+% %%%%
+% y = im2double(imread(test_image_name));
+% 
+% if experiment_number==1
+%     sigma=sqrt(2)/255; 
+%     for x1=-7:7; for x2=-7:7; v(x1+8,x2+8)=1/(x1^2+x2^2+1); end, end; v=v./sum(v(:));
+% end
+% if experiment_number==2
+%     sigma=sqrt(8)/255;
+%     s1=0; for a1=-7:7; s1=s1+1; s2=0; for a2=-7:7; s2=s2+1; v(s1,s2)=1/(a1^2+a2^2+1); end, end;  v=v./sum(v(:));
+% end
+% if experiment_number==3
+%     BSNR=40; sigma=-1; % if "sigma=-1", then the value of sigma depends on the BSNR
+%     v=ones(9); v=v./sum(v(:));
+% end
+% if experiment_number==4
+%     sigma=7/255;
+%     v=[1 4 6 4 1]'*[1 4 6 4 1]; v=v./sum(v(:));  % PSF
+% end
+% if experiment_number==5
+%     sigma=2/255;
+%     v=fspecial('gaussian', 25, 1.6);
+% end
+% if experiment_number==6
+%     sigma=8/255;
+%     v=fspecial('gaussian', 25, .4);
+% end
+% 
+% 
+[Xv, Xh]  = size(y);
+[ghy,ghx] = size(v);
+big_v  = zeros(Xv,Xh); big_v(1:ghy,1:ghx)=v; big_v=circshift(big_v,-round([(ghy-1)/2 (ghx-1)/2])); % pad PSF with zeros to whole image domain, and center it
+V      = fft2(big_v); % frequency response of the PSF
+% y_blur = imfilter(y, v, 'circular'); % performs blurring (by circular convolution)
+% 
+% randn('seed',0);  %%% fix seed for the random number generator
+% if sigma == -1;   %% check whether to use BSNR in order to define value of sigma
+%     sigma=sqrt(norm(y_blur(:)-mean(y_blur(:)),2)^2 /(Xh*Xv*10^(BSNR/10))); % compute sigma from the desired BSNR
+% end
+% 
+% %%%% Create a blurred and noisy observation
+% z = y_blur + sigma*randn(Xv,Xh);
+
+
+tic;
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Step 1: Final estimate by Regularized Inversion (RI) followed by 
+%%%% BM3D with collaborative hard-thresholding
+%%%%
+
+%%%% Step 1.1. Regularized Inversion
+RI= conj(V)./( (abs(V).^2) + Regularization_alpha_RI * Xv*Xh*sigma^2); % Transfer Matrix for RI    %% Standard Tikhonov Regularization
+zRI=real(ifft2( fft2(z).* RI ));   % Regularized Inverse Estimate (RI OBSERVATION)
+
+stdRI = zeros(N1, N1);
+for ii = 1:N1,
+    for jj = 1:N1,
+        UnitMatrix = zeros(N1,N1); UnitMatrix(ii,jj)=1;
+        BasisElementPadded = zeros(Xv, Xh); BasisElementPadded(1:N1,1:N1) = Tinv*UnitMatrix*Tinv'; 
+        TransfBasisElementPadded = fft2(BasisElementPadded);
+        stdRI(ii,jj) = sqrt( (1/(Xv*Xh)) * sum(sum(abs(TransfBasisElementPadded.*RI).^2)) )*sigma;
+    end,
+end
+
+%%%% Step 1.2. Colored noise suppression by BM3D with collaborative hard-
+%%%% thresholding 
+
+y_hat_RI = bm3d_thr_colored_noise(zRI, hadper_trans_single_den, Nstep, N1, N2, lambda_thr2D,...
+    lambda_thr3D, tau_match*N1*N1/(255*255), (Ns-1)/2, sigma, 0, single(Tfor), single(Tinv)',...
+    inverse_hadper_trans_single_den, single(stdRI'), Wwin2D, 0, 1 );
+
+PSNR_INITIAL_ESTIMATE = 10*log10(1/mean((y(:)-y_hat_RI(:)).^2));
+ISNR_INITIAL_ESTIMATE = PSNR_INITIAL_ESTIMATE - 10*log10(1/mean((y(:)-z(:)).^2));
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Step 2: Final estimate by Regularized Wiener Inversion (RWI) followed
+%%%% by BM3D with collaborative Wiener filtering
+%%%%
+
+%%%% Step 2.1. Regularized Wiener Inversion
+Wiener_Pilot = abs(fft2(double(y_hat_RI)));   %%% Wiener reference estimate
+RWI  = conj(V).*Wiener_Pilot.^2./(Wiener_Pilot.^2.*(abs(V).^2) + Regularization_alpha_RWI*Xv*Xh*sigma^2);   % Transfer Matrix for RWI (uses standard regularization 'a-la-Tikhonov')
+zRWI = real(ifft2(fft2(z).*RWI));   % RWI OBSERVATION
+
+stdRWI = zeros(N1_wiener, N1_wiener);
+for ii = 1:N1,
+    for jj = 1:N1,
+        UnitMatrix = zeros(N1,N1); UnitMatrix(ii,jj)=1;
+        BasisElementPadded = zeros(Xv, Xh); BasisElementPadded(1:N1,1:N1) = idct2(UnitMatrix); 
+        TransfBasisElementPadded = fft2(BasisElementPadded);
+        stdRWI(ii,jj) = sqrt( (1/(Xv*Xh)) * sum(sum(abs(TransfBasisElementPadded.*RWI).^2)) )*sigma;
+    end,
+end
+
+%%%% Step 2.2. Colored noise suppression by BM3D with collaborative Wiener
+%%%% filtering
+y_hat_RWI = bm3d_wiener_colored_noise(zRWI, y_hat_RI, hadper_trans_single_den, Nstep_wiener, N1_wiener, N2_wiener, ...
+     0, tau_match_wiener*N1_wiener*N1_wiener/(255*255), (Ns_wiener-1)/2, 0, single(stdRWI'), single(TforW), single(TinvW)',...
+     inverse_hadper_trans_single_den, Wwin2D_wiener, 0, 1, single(ones(N1_wiener)) );
+
+elapsed_time = toc;
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Calculate the final estimate's PSNR and ISNR, print them, and show the
+%%%% restored image
+%%%%
+PSNR = 10*log10(1/mean((y(:)-y_hat_RWI(:)).^2));
+ISNR = PSNR - 10*log10(1/mean((y(:)-z(:)).^2));
+
+if print_to_screen == 1
+fprintf('Image: %s, Exp %d, Time: %.1f sec, PSNR-RI: %.2f dB, PSNR-RWI: %.2f, ISNR-RWI: %.2f dB\n', ...
+    test_image_name, experiment_number, elapsed_time, PSNR_INITIAL_ESTIMATE, PSNR, ISNR);
+    figure,imshow(z);
+    figure,imshow(double(y_hat_RWI));
+end
+
+return;
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Some auxiliary functions 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+
+
+function [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+% Create forward and inverse transform matrices, which allow for perfect
+% reconstruction. The forward transform matrix is normalized so that the 
+% l2-norm of each basis element is 1.
+%
+% [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+%  INPUTS:
+%
+%   N               --> Size of the transform (for wavelets, must be 2^K)
+%
+%   transform_type  --> 'dct', 'dst', 'hadamard', or anything that is 
+%                       listed by 'help wfilters' (bi-orthogonal wavelets)
+%                       'DCrand' -- an orthonormal transform with a DC and all
+%                       the other basis elements of random nature
+%
+%   dec_levels      --> If a wavelet transform is generated, this is the
+%                       desired decomposition level. Must be in the
+%                       range [0, log2(N)-1], where "0" implies
+%                       full decomposition.
+%
+%  OUTPUTS:
+%
+%   Tforward        --> (N x N) Forward transform matrix
+%
+%   Tinverse        --> (N x N) Inverse transform matrix
+%
+
+if exist('dec_levels') ~= 1,
+    dec_levels = 0;
+end
+
+if N == 1,
+    Tforward = 1;
+elseif strcmp(transform_type, 'hadamard') == 1,
+    Tforward    = hadamard(N);
+elseif (N == 8) & strcmp(transform_type, 'bior1.5')==1 % hardcoded transform so that the wavelet toolbox is not needed to generate it
+    Tforward =  [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.219417649252501   0.449283757993216   0.449283757993216   0.219417649252501  -0.219417649252501  -0.449283757993216  -0.449283757993216  -0.219417649252501;
+       0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846  -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284;
+      -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284   0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846;
+       0.707106781186547  -0.707106781186547                   0                   0                   0                   0                   0                   0;
+                       0                   0   0.707106781186547  -0.707106781186547                   0                   0                   0                   0;
+                       0                   0                   0                   0   0.707106781186547  -0.707106781186547                   0                   0;
+                       0                   0                   0                   0                   0                   0   0.707106781186547  -0.707106781186547];   
+elseif (N == 8) & strcmp(transform_type, 'dct')==1 % hardcoded transform so that the signal processing toolbox is not needed to generate it
+    Tforward = [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.490392640201615   0.415734806151273   0.277785116509801   0.097545161008064  -0.097545161008064  -0.277785116509801  -0.415734806151273  -0.490392640201615;
+       0.461939766255643   0.191341716182545  -0.191341716182545  -0.461939766255643  -0.461939766255643  -0.191341716182545   0.191341716182545   0.461939766255643;
+       0.415734806151273  -0.097545161008064  -0.490392640201615  -0.277785116509801   0.277785116509801   0.490392640201615   0.097545161008064  -0.415734806151273;
+       0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274   0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274;
+       0.277785116509801  -0.490392640201615   0.097545161008064   0.415734806151273  -0.415734806151273  -0.097545161008064   0.490392640201615  -0.277785116509801;
+       0.191341716182545  -0.461939766255643   0.461939766255643  -0.191341716182545  -0.191341716182545   0.461939766255643  -0.461939766255643   0.191341716182545;
+       0.097545161008064  -0.277785116509801   0.415734806151273  -0.490392640201615   0.490392640201615  -0.415734806151273   0.277785116509801  -0.097545161008064];
+elseif (N == 8) & strcmp(transform_type, 'dst')==1 % hardcoded transform so that the PDE toolbox is not needed to generate it
+    Tforward = [ 0.161229841765317   0.303012985114696   0.408248290463863   0.464242826880013   0.464242826880013   0.408248290463863   0.303012985114696   0.161229841765317;
+       0.303012985114696   0.464242826880013   0.408248290463863   0.161229841765317  -0.161229841765317  -0.408248290463863  -0.464242826880013  -0.303012985114696;
+       0.408248290463863   0.408248290463863                   0  -0.408248290463863  -0.408248290463863                   0   0.408248290463863   0.408248290463863;
+       0.464242826880013   0.161229841765317  -0.408248290463863  -0.303012985114696   0.303012985114696   0.408248290463863  -0.161229841765317  -0.464242826880013;
+       0.464242826880013  -0.161229841765317  -0.408248290463863   0.303012985114696   0.303012985114696  -0.408248290463863  -0.161229841765317   0.464242826880013;
+       0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863;
+       0.303012985114696  -0.464242826880013   0.408248290463863  -0.161229841765317  -0.161229841765317   0.408248290463863  -0.464242826880013   0.303012985114696;
+       0.161229841765317  -0.303012985114696   0.408248290463863  -0.464242826880013   0.464242826880013  -0.408248290463863   0.303012985114696  -0.161229841765317];
+elseif strcmp(transform_type, 'dct') == 1,
+    Tforward    = dct(eye(N));
+elseif strcmp(transform_type, 'dst') == 1,
+    Tforward    = dst(eye(N));
+elseif strcmp(transform_type, 'DCrand') == 1,
+    x = randn(N); x(1:end,1) = 1; [Q,R] = qr(x); 
+    if (Q(1) < 0), 
+        Q = -Q; 
+    end;
+    Tforward = Q';
+else %% a wavelet decomposition supported by 'wavedec'
+    %%% Set periodic boundary conditions, to preserve bi-orthogonality
+    dwtmode('per','nodisp');  
+    
+    Tforward = zeros(N,N);
+    for i = 1:N
+        Tforward(:,i)=wavedec(circshift([1 zeros(1,N-1)],[dec_levels i-1]), log2(N), transform_type);  %% construct transform matrix
+    end
+end
+
+%%% Normalize the basis elements
+Tforward = (Tforward' * diag(sqrt(1./sum(Tforward.^2,2))))'; 
+
+%%% Compute the inverse transform matrix
+Tinverse = inv(Tforward);
+
+return;
\ No newline at end of file
diff --git a/THESE/codes/bm3D/BM3D/IDDBM3D/BlockMatch.mexw32 b/THESE/codes/bm3D/BM3D/IDDBM3D/BlockMatch.mexw32
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new file mode 100644 (file)
index 0000000..a392c19
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diff --git a/THESE/codes/bm3D/BM3D/IDDBM3D/Demo_IDDBM3D.m b/THESE/codes/bm3D/BM3D/IDDBM3D/Demo_IDDBM3D.m
new file mode 100644 (file)
index 0000000..e709a1e
--- /dev/null
@@ -0,0 +1,275 @@
+function  [isnr, y_hat] = Demo_IDDBM3D(experiment_number, test_image_name)\r
+% ------------------------------------------------------------------------------------------\r
+%\r
+%     Demo software for BM3D-frame based image deblurring\r
+%               Public release ver. 0.8 (beta) (June 03, 2011)\r
+%\r
+% ------------------------------------------------------------------------------------------\r
+%\r
+%  This function implements the IDDBM3D image deblurring algorithm proposed in:\r
+%\r
+%  [1] A.Danielyan, V. Katkovnik, and K. Egiazarian, "BM3D frames and \r
+%   variational image deblurring," submitted to IEEE TIP, May 2011 \r
+%\r
+% ------------------------------------------------------------------------------------------\r
+%\r
+% authors:               Aram Danielyan\r
+%                        Vladimir Katkovnik\r
+%\r
+% web page:              http://www.cs.tut.fi/~foi/GCF-BM3D/\r
+%\r
+% contact:               firstname.lastname@tut.fi\r
+%\r
+% ------------------------------------------------------------------------------------------\r
+% Copyright (c) 2011 Tampere University of Technology.\r
+% All rights reserved.\r
+% This work should be used for nonprofit purposes only.\r
+% ------------------------------------------------------------------------------------------\r
+%\r
+% Disclaimer\r
+% ----------\r
+%\r
+% Any unauthorized use of these routines for industrial or profit-oriented activities is\r
+% expressively prohibited. By downloading and/or using any of these files, you implicitly\r
+% agree to all the terms of the TUT limited license (included in the file Legal_Notice.txt).\r
+% ------------------------------------------------------------------------------------------\r
+\r
+\r
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+%  FUNCTION INTERFACE:\r
+%\r
+%  [psnr, y_hat] = Demo_IDDBM3D(experiment_number, test_image_name)\r
+%  \r
+%  INPUT:\r
+%   1) experiment_number: 1 -> PSF 1, sigma^2 = 2\r
+%                         2 -> PSF 1, sigma^2 = 8\r
+%                         3 -> PSF 2, sigma^2 = 0.308\r
+%                         4 -> PSF 3, sigma^2 = 49\r
+%                         5 -> PSF 4, sigma^2 = 4\r
+%                         6 -> PSF 5, sigma^2 = 64\r
+%                         7-13 -> experiments 7-13 are not described in [1].\r
+%                         see this file for the blur and noise parameters.\r
+%   2) test_image_name:   a valid filename of a grayscale test image\r
+%\r
+%  OUTPUT:\r
+%   1) isnr           the output improvement in SNR, dB\r
+%   2) y_hat:         the restored image\r
+%\r
+%  ! The function can work without any of the input arguments, \r
+%   in which case, the internal default ones are used !\r
+%   \r
+%   To run this demo functions within the BM3D package should be accessible to Matlab \r
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+addpath('../')\r
+\r
+if ~exist('experiment_number','var'), experiment_number=3; end\r
+if ~exist('test_image_name','var'), test_image_name='Cameraman256.png'; end\r
+\r
+filename=test_image_name;\r
+\r
+if 1 % \r
+    initType = 'bm3ddeb'; %use output of the BM3DDEB to initialize the algorithm\r
+else\r
+       initType = 'zeros'; %use zero image to initialize the algorithm\r
+end\r
+\r
+matchType = 'bm3ddeb'; %build groups using output of the BM3DDEB algorithm\r
+numIt = 200;\r
+\r
+fprintf('Experiment number: %d\n', experiment_number);\r
+fprintf('Image: %s\n', filename);\r
+\r
+%% ------- Generating bservation ---------------------------------------------\r
+disp('--- Generating observation ----');\r
+y=im2double(imread(filename));\r
+\r
+[yN,xN]=size(y);\r
+\r
+switch experiment_number\r
+    case 1\r
+        sigma=sqrt(2)/255; \r
+        for x1=-7:7; for x2=-7:7; h(x1+8,x2+8)=1/(x1^2+x2^2+1); end, end; h=h./sum(h(:));\r
+    case 2\r
+        sigma=sqrt(8)/255;\r
+        s1=0; for a1=-7:7; s1=s1+1; s2=0; for a2=-7:7; s2=s2+1; h(s1,s2)=1/(a1^2+a2^2+1); end, end;  h=h./sum(h(:));\r
+    case 3 \r
+        BSNR=40;\r
+        sigma=-1; % if "sigma=-1", then the value of sigma depends on the BSNR\r
+        h=ones(9); h=h./sum(h(:));\r
+    case 4\r
+        sigma=7/255;\r
+        h=[1 4 6 4 1]'*[1 4 6 4 1]; h=h./sum(h(:));  % PSF\r
+    case 5\r
+        sigma=2/255;\r
+        h=fspecial('gaussian', 25, 1.6);\r
+    case 6\r
+        sigma=8/255;\r
+        h=fspecial('gaussian', 25, .4);\r
+    %extra experiments\r
+    case 7\r
+        BSNR=30;\r
+        sigma=-1;\r
+        h=ones(9); h=h./sum(h(:));            \r
+    case 8\r
+        BSNR=20;\r
+        sigma=-1;\r
+        h=ones(9); h=h./sum(h(:));  \r
+    case 9\r
+        BSNR=40;\r
+        sigma=-1;\r
+        h=fspecial('gaussian', 25, 1.6);    \r
+    case 10\r
+        BSNR=20;\r
+        sigma=-1;\r
+        h=fspecial('gaussian', 25, 1.6);            \r
+    case 11\r
+        BSNR=15;\r
+        sigma=-1; \r
+        h=fspecial('gaussian', 25, 1.6);    \r
+    case 12\r
+        BSNR=40;\r
+        sigma=-1; % if "sigma=-1", then the value of sigma depends on the BSNR\r
+        h=ones(19); h=h./sum(h(:));            \r
+    case 13\r
+        BSNR=25;\r
+        sigma=-1; % if "sigma=-1", then the value of sigma depends on the BSNR\r
+        h=ones(19); h=h./sum(h(:));  \r
+end\r
+\r
+y_blur = imfilter(y, h, 'circular'); % performs blurring (by circular convolution)\r
+\r
+if sigma == -1;   %% check whether to use BSNR in order to define value of sigma\r
+    sigma=sqrt(norm(y_blur(:)-mean(y_blur(:)),2)^2 /(yN*xN*10^(BSNR/10)));\r
+    %     Xv% compute sigma from the desired BSNR\r
+end\r
+\r
+%%%% Create a blurred and noisy observation\r
+randn('seed',0);\r
+z = y_blur + sigma*randn(yN, xN);\r
+\r
+bsnr=10*log10(norm(y_blur(:)-mean(y_blur(:)),2)^2 /sigma^2/yN/xN);\r
+psnr_z =PSNR(y,z,1,0);\r
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+\r
+fprintf('Observation BSNR: %4.2f, PSNR: %4.2f\n', bsnr, psnr_z);\r
+\r
+%% ----- Computing initial estimate ---------------------\r
+disp('--- Computing initial estimate  ----');\r
+\r
+[dummy, y_hat_RI,y_hat_RWI,zRI] = BM3DDEB_init(experiment_number, y, z, h, sigma);\r
+\r
+switch lower(initType)\r
+    case 'zeros'\r
+        y_hat_init=zeros(size(z));\r
+    case 'zri'\r
+        y_hat_init=zRI;\r
+    case 'ri'\r
+        y_hat_init=y_hat_RI;\r
+    case 'bm3ddeb'\r
+        y_hat_init=y_hat_RWI;\r
+\r
+end\r
+\r
+switch lower(matchType)\r
+    case 'z'\r
+        match_im = z;\r
+    case 'y'\r
+        match_im = y;\r
+    case 'zri'\r
+        match_im = zRI;\r
+    case 'ri'\r
+        match_im = y_hat_RI;\r
+    case 'bm3ddeb'\r
+        match_im = y_hat_RWI;   \r
+end\r
+\r
+psnr_init = PSNR(y, y_hat_init,1,0);\r
+\r
+fprintf('Initialization method: %s\n', initType);\r
+fprintf('Initial estimate ISNR: %4.2f, PSNR: %4.2f\n', psnr_init-psnr_z, psnr_init);\r
+\r
+%% ------- Core algorithm ---------------------\r
+%------ Description of the parameters of the IDDBM3D function ----------\r
+%y - true image (use [] if true image is unavaliable)\r
+%z - observed\r
+%h - blurring PSF\r
+%y_hat_init - initial estimate y_0\r
+%match_im - image used to constuct groups and calculate weights g_r\r
+%sigma - standard deviation of the noise\r
+%threshType = 'h'; %use 's' for soft thresholding\r
+%numIt - number of iterations\r
+%gamma - regularization parameter see [1]\r
+%tau - regularization parameter see [1] (thresholding level)\r
+%xi - regularization parameter see [1], it is always set to 1 in this implementation\r
+%showFigure - set to True to display figure with current estimate\r
+%--------------------------------------------------------------------\r
+\r
+threshType = 'h';\r
+showFigure = true;\r
+\r
+switch threshType\r
+    case {'s'}\r
+        gamma_tau_xi_inits= [\r
+            0.0004509 0.70 1;%1\r
+            0.0006803 0.78 1;%2\r
+            0.0003485 0.65 1;%3\r
+            0.0005259 0.72 1;%4\r
+            0.0005327 0.82 1;%5\r
+            7.632e-05 0.25 1;%6\r
+            0.0005818 0.81 1;%7\r
+            0.001149  1.18 1;%8\r
+            0.0004155 0.74 1;%9\r
+            0.0005591 0.74 1;%10\r
+            0.0007989 0.82 1;%11\r
+            0.0006702 0.75 1;%12\r
+            0.001931  1.83 1;%13 \r
+        ];\r
+    case {'h'}\r
+        gamma_tau_xi_inits= [ \r
+            0.00051   3.13 1;%1\r
+            0.0006004 2.75 1;%2\r
+            0.0004573 2.91 1;%3\r
+            0.0005959 2.82 1;%4\r
+            0.0006018 3.63 1;%5\r
+            0.0001726 2.24 1;%6\r
+            0.00062   2.98 1;%7\r
+            0.001047  3.80 1;%8\r
+            0.0005125 3.00 1;%9\r
+            0.0005685 2.80 1;%10\r
+            0.0005716 2.75 1;%11\r
+            0.0005938 2.55 1;%12\r
+            0.001602  4.16 1;%13\r
+        ];\r
+end\r
+\r
+gamma = gamma_tau_xi_inits(experiment_number,1);\r
+tau   = gamma_tau_xi_inits(experiment_number,2)/255*2.7;\r
+xi    = gamma_tau_xi_inits(experiment_number,3);\r
+\r
+disp('-------- Start ----------');\r
+fprintf('Number of iterations to perform: %d\n', numIt);\r
+fprintf('Thresholding type: %s\n', threshType);\r
+\r
+y_hat = IDDBM3D(y, h, z, y_hat_init, match_im, sigma, threshType, numIt, gamma, tau, xi, showFigure);\r
+psnr = PSNR(y,y_hat,1,0);\r
+isnr = psnr-psnr_z;\r
+\r
+disp('-------- Results --------');\r
+fprintf('Final estimate ISNR: %4.2f, PSNR: %4.2f\n', isnr, psnr);\r
+return;\r
+\r
+end\r
+\r
+function PSNRdb = PSNR(x, y, maxval, borders)\r
+    if ~exist('borders', 'var'), borders = 0; end\r
+    if ~exist('maxval', 'var'), maxval = 255; end\r
+    \r
+    xx=borders+1:size(x,1)-borders;\r
+    yy=borders+1:size(x,2)-borders;\r
+            \r
+    PSNRdb = zeros(1,size(x,3));\r
+    for fr=1:size(x,3) \r
+        err = x(xx,yy,fr) - y(xx,yy,fr);\r
+        PSNRdb(fr) = 10 * log10((maxval^2)/mean2(err.^2));    \r
+    end\r
+end
\ No newline at end of file
diff --git a/THESE/codes/bm3D/BM3D/IDDBM3D/GroupProcessor.mexw32 b/THESE/codes/bm3D/BM3D/IDDBM3D/GroupProcessor.mexw32
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diff --git a/THESE/codes/bm3D/BM3D/IDDBM3D/IDDBM3D.p b/THESE/codes/bm3D/BM3D/IDDBM3D/IDDBM3D.p
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diff --git a/THESE/codes/bm3D/BM3D/LEGAL_NOTICE.txt b/THESE/codes/bm3D/BM3D/LEGAL_NOTICE.txt
new file mode 100644 (file)
index 0000000..71972e7
--- /dev/null
@@ -0,0 +1,36 @@
+Legal Notice\r
+\r
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diff --git a/THESE/codes/bm3D/BM3D/README.txt b/THESE/codes/bm3D/BM3D/README.txt
new file mode 100644 (file)
index 0000000..474d1e9
--- /dev/null
@@ -0,0 +1,238 @@
+-------------------------------------------------------------------\r
+\r
+  BM3D demo software for image/video restoration and enhancement  \r
+                   Public release v1.9 (26 August 2011) \r
+\r
+-------------------------------------------------------------------\r
+\r
+Copyright (c) 2006-2011 Tampere University of Technology. \r
+All rights reserved.\r
+This work should be used for nonprofit purposes only.\r
+\r
+Authors:                     Kostadin Dabov\r
+                             Aram Danieyan\r
+                             Alessandro Foi\r
+\r
+\r
+BM3D web page:               http://www.cs.tut.fi/~foi/GCF-BM3D\r
+\r
+\r
+-------------------------------------------------------------------\r
+ Contents\r
+-------------------------------------------------------------------\r
+\r
+The package comprises these functions\r
+\r
+*) BM3D.m        : BM3D grayscale-image denoising [1]\r
+*) CBM3D.m       : CBM3D RGB-image denoising [2]\r
+*) VBM3D.m       : VBM3D grayscale-video denoising [3]\r
+*) CVBM3D.m      : CVBM3D RGB-video denoising\r
+*) BM3DSHARP.m   : BM3D-SHARP grayscale-image sharepening & \r
+                   denoising [4]\r
+*) BM3DDEB.m     : BM3D-DEB grayscale-image deblurring [5]\r
+*) IDDBM3D\Demo_IDDBM3D : IDDBM3D grayscale-image deblurring [8]\r
+*) BM3D-SAPCA\BM3DSAPCA2009 : BM3D-SAPCA grayscale-image denoising [9]\r
+\r
+For help on how to use these scripts, you can e.g. use "help BM3D"\r
+or "help CBM3D".\r
+\r
+Each demo calls MEX-functions that allow to change all possible \r
+parameters used in the algorithm from within the corresponding \r
+M-file.\r
+\r
+\r
+-------------------------------------------------------------------\r
+ Installation\r
+-------------------------------------------------------------------\r
+\r
+Unzip both BM3D.zip (contains codes) and BM3D_images.zip (contains \r
+test images) in a folder that is in the MATLAB path.\r
+\r
+\r
+-------------------------------------------------------------------\r
+ Requirements\r
+-------------------------------------------------------------------\r
+\r
+*) MS Windows (32 or 64 bit), Linux (32 bit or 64 bit)\r
+   or Mac OS X (32 or 64 bit)\r
+*) Matlab v.7.1 or later with installed:\r
+   -- Image Processing Toolbox (for visualization with "imshow")\r
+*) CVBM3D currently supports only 32-bit and 64-bit Windows.\r
+*) IDDBM3D currently supports only 32-bit and 64-bit Windows and\r
+   requires Microsoft Visual C++ 2008 SP1 Redistributable Package\r
+   to be installed. It can be downloaded from:\r
+    (x86) http://www.microsoft.com/downloads/en/details.aspx?FamilyID=A5C84275-3B97-4AB7-A40D-3802B2AF5FC2\r
+    (x64) http://www.microsoft.com/downloads/en/details.aspx?FamilyID=BA9257CA-337F-4B40-8C14-157CFDFFEE4E\r
+\r
+\r
+-------------------------------------------------------------------\r
+ Change log\r
+-------------------------------------------------------------------\r
+v1.9    (26 August 2011)\r
+ + Added BM3D-SAPCA denoising algorithm [9].\r
+\r
+v1.8    (4 July 2011)\r
+ + Added IDDBM3D deblurring algorithm [8].\r
+ + Improved float precision of BM3D, CBM3D, and BM3DDEB mex-files.\r
\r
+v1.7.6  (4 February 2011) \r
+ + Added support for Matlab running on Mac OSX 32-bit\r
+ + Changed the strong-noise parameters ("vn" profile) in CBM3D.m,\r
+   as proposed in [6].\r
+\r
+v1.7.5  (7 July 2010)\r
+ + Changed the strong-noise parameters ("vn" profile) in BM3D.m,\r
+   as proposed in [6].\r
+\r
+v1.7.4  (3 May 2010)\r
+ + Added support for Matlab running on Mac OSX 64-bit\r
+\r
+v1.7.3  (15 March 2010)\r
+ + Fixed a problem with writing to AVI files in CVBM3D\r
+ + Fixed a problem with VBM3D when the input is a 3-D matrix\r
+\r
+v1.7.2  (8 Dec 2009)\r
+ + Fixed the output of CVBM3D to be in range [0,255] instead of \r
+   in range [0,1]\r
+\r
+v1.7.1  (2 Dec 2009)\r
+ + Fixed a bug in VBM3D.m introduced in v1.7 that concerns the\r
+   declipping\r
+\r
+v1.7  (12 Nov 2009)\r
+ + Added CVBM3D.m script that performs denoising on RGB-videos with\r
+   AWGN\r
+ + Fixed VBM3D.m to use declipping in the case when noisy AVI file\r
+   is provided\r
+\r
+v1.6  (17 June 2009)\r
+ + Made few fixes to the "getTransfMatrix" internal function.\r
+   If used with default parameters, BM3D no longer requires\r
+   neither Wavelet, PDE, nor Signal Processing toolbox.\r
+ + Added support for x86_64 Linux\r
+\r
+v1.5.1  (20 Nov 2008)\r
+ + Fixed bugs for older versions of Matlab\r
+ + Added support for 32-bit Linux\r
+ + improved the structure of the VBM3D.m script\r
+\r
+v1.5  (18 Oct 2008)\r
+ + Added x86_64 version of the MEX-files that run on 64-bit Matlab \r
+   under Windows\r
+ + Added a missing function in BM3DDEB.m\r
+ + Improves some of the comments in the codes\r
+ + Fixed a bug in VBM3D when only a input noisy video is provided\r
+\r
+v1.4.1  (26 Feb 2008)\r
+ + Fixed a bug in the grayscale-image deblurring codes and made\r
+   these codes compatible with Matlab 7 or newer versions.\r
+\r
+v1.4  (1 Feb 2008)\r
+ + Added grayscale-image deblurring\r
+\r
+v1.3  (12 Oct 2007)\r
+ + Added grayscale-image joint sharpening and denoising\r
+\r
+v1.2.1  (4 Sept 2007)\r
+ + Fixed the output of the VBM3D to be the final Wiener estimate \r
+   rather than the intermediate basic estimate\r
+ + Fixed a problem when the original video is provided as a 3D\r
+   matrix\r
+\r
+v1.2  (11 June 2007) \r
+ + Added grayscale-video denoising files\r
+\r
+v1.1.3  (4 May 2007)\r
+ + Added support for Linux x86-compatible platforms\r
+\r
+v1.1.2 \r
+ + Fixed bugs related with Matlab v.6.1\r
+\r
+v1.1.1  (8 March 2007)\r
+ + Fixed bugs related with Matlab v.6 (e.g., "isfloat" was not \r
+   available and "imshow" did not work with single precision)\r
+ + Improved the usage examples shown by executing "help BM3D"\r
+   or "help CBM3D" MATLAB commands\r
+\r
+v1.1  (6 March 2007)\r
+ + Fixed a bug in comparisons of the image sizes, which was\r
+   causing problems when executing "CBM3D(1,z,sigma);"\r
+ + Fixed a bug that was causing a crash when the input images are\r
+   of type "uint8"\r
+ + Fixed a problem that has caused some versions of imshow to \r
+   report an error\r
+ + Fixed few typos in the comments of the functions\r
+ + Made the parameters of the BM3D and the C-BM3D the same\r
+\r
+v1.0  (9 December 2006)\r
+ + Initial version, based on BM3D-DFT [7] package (November 2005)\r
+\r
+\r
+-------------------------------------------------------------------\r
+ References\r
+-------------------------------------------------------------------\r
+\r
+[1] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image \r
+denoising by sparse 3D transform-domain collaborative filtering," \r
+IEEE Trans. Image Process., vol. 16, no. 8, August 2007.\r
+\r
+[2] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Color \r
+image denoising via sparse 3D collaborative filtering with \r
+grouping constraint in luminance-chrominance space," Proc. IEEE\r
+Int. Conf. Image Process., ICIP 2007, San Antonio (TX), USA, \r
+September 2007.\r
+\r
+[3] K. Dabov, A. Foi, and K. Egiazarian, "Video denoising by \r
+sparse 3D transform-domain collaborative filtering," Proc.\r
+European Signal Process. Conf., EUSIPCO 2007, Poznan, Poland,\r
+September 2007.\r
+\r
+[4] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Joint \r
+image sharpening and denoising by 3D transform-domain \r
+collaborative filtering," Proc. 2007 Int. TICSP Workshop Spectral \r
+Meth. Multirate Signal Process., SMMSP 2007, Moscow, Russia, \r
+September 2007.\r
+\r
+[5] K. Dabov, A. Foi, and K. Egiazarian, "Image restoration by \r
+sparse 3D transform-domain collaborative filtering," Proc. SPIE\r
+Electronic Imaging '08, vol. 6812, no. 6812-1D, San Jose (CA),\r
+USA, January 2008.\r
+\r
+[6] Y. Hou, C. Zhao, D. Yang, and Y. Cheng, 'Comment on "Image \r
+Denoising by Sparse 3D Transform-Domain Collaborative Filtering"'\r
+accepted for publication, IEEE Trans. Image Process., July, 2010.\r
+\r
+[7] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image\r
+denoising with block-matching and 3D filtering," Proc. SPIE\r
+Electronic Imaging '06, vol. 6064, no. 6064A-30, San Jose (CA),\r
+USA, January 2006.\r
+\r
+[8] A.Danielyan, V. Katkovnik, and K. Egiazarian, "BM3D frames and \r
+variational image deblurring," accepted for publication in IEEE\r
+Trans. Image Process.\r
+Preprint online at http://www.cs.tut.fi/~foi/GCF-BM3D\r
+\r
+[9] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "BM3D Image\r
+Denoising with Shape-Adaptive Principal Component Analysis", Proc.\r
+Workshop on Signal Processing with Adaptive Sparse Structured\r
+Representations (SPARS'09), Saint-Malo, France, April 2009.\r
+\r
\r
+-------------------------------------------------------------------\r
+ Disclaimer\r
+-------------------------------------------------------------------\r
+\r
+Any unauthorized use of these routines for industrial or profit-\r
+oriented activities is expressively prohibited. By downloading \r
+and/or using any of these files, you implicitly agree to all the \r
+terms of the TUT limited license:\r
+http://www.cs.tut.fi/~foi/GCF-BM3D/legal_notice.html\r
+\r
+\r
+-------------------------------------------------------------------\r
+ Feedback\r
+-------------------------------------------------------------------\r
+\r
+If you have any comment, suggestion, or question, please do\r
+contact    Alessandro Foi   at  firstname.lastname@tut.fi\r
+\r
diff --git a/THESE/codes/bm3D/BM3D/VBM3D.m b/THESE/codes/bm3D/BM3D/VBM3D.m
new file mode 100644 (file)
index 0000000..1cae405
--- /dev/null
@@ -0,0 +1,548 @@
+function [PSNR_FINAL_ESTIMATE, y_hat_wi] = VBM3D(Xnoisy, sigma, NumberOfFrames, dump_information, Xorig, bm3dProfile)
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+%  VBM3D is a Matlab function for attenuation of additive white Gaussian 
+%  noise from grayscale videos. This algorithm reproduces the results from the article:
+%
+%  [1] K. Dabov, A. Foi, and K. Egiazarian, "Video denoising by sparse 3D
+%  transform-domain collaborative filtering," European Signal Processing
+%  Conference (EUSIPCO-2007), September 2007. (accepted)
+%
+%  INTERFACE:
+%
+%  [PSNR, Xest] = VBM3D(Xnoisy, Sigma, NFrames, PrintInfo, Xorig)
+%
+%  INPUTS:
+%   1)  Xnoisy     --> A filename of a noisy .avi video, e.g. Xnoisy = 'gstennisg20.avi'
+%        OR
+%       Xnoisy     --> A 3D matrix of a noisy video in a  (floating point data in range [0,1],
+%                                                     or in [0,255])
+%   2)  Sigma --> Noise standard deviation (assumed range is [0,255], no matter what is
+%                                           the input's range)
+%
+%   3)  NFrames   (optional paremter!) --> Number of frames to process. If set to 0 or 
+%                                          ommited, then process all frames (default: 0).
+%
+%   4)  PrintInfo (optional paremter!) --> If non-zero, then print to screen and save 
+%                                          the denoised video in .AVI
+%                                          format. (default: 1)
+%
+%   5)  Xorig     (optional paremter!) --> Original video's filename or 3D matrix 
+%                                          If provided, PSNR, ISNR will be computed.
+%
+%   NOTE: If Xorig == Xnoisy, then artificial noise is added internally and the
+%   obtained noisy video is denoised.
+%
+%  OUTPUTS:
+%  
+%   1) PSNR --> If Xorig is valid video, then this contains the PSNR of the
+%                denoised one
+%
+%   1) Xest --> Final video estimate in a 3D matrix (intensities in range [0,1])
+%
+%   *) If "PrintInfo" is non-zero, then save the denoised video in the current 
+%       MATLAB folder.
+%
+%  USAGE EXAMPLES:
+%
+%     1) Denoise a noisy (clipped in [0,255] range) video sequence, e.g. 
+%        'gsalesmang20.avi' corrupted with AWGN with std. dev. 20:
+%          
+%          Xest = VBM3D('gsalesmang20.avi', 20, 0, 1); 
+%     
+%     2) The same, but also print PSNR, ISNR numbers.
+%        
+%          Xest = VBM3D('gsalesmang20.avi', 20, 0, 1, 'gsalesman.avi');
+%
+%     3) Add artificial noise to a video, then denoise it (without 
+%        considering clipping in [0,255]):
+%        
+%          Xest = VBM3D('gsalesman.avi', 20, 0, 1, 'gsalesman.avi');
+%  
+%
+%  RESTRICTIONS:
+%
+%     Since the video sequences are read into memory as 3D matrices,
+%     there apply restrictions on the input video size, which are thus
+%     proportional to the maximum memory allocatable by Matlab.
+%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%
+% Copyright © 2007 Tampere University of Technology. All rights reserved.
+% This work should only be used for nonprofit purposes.
+%
+% AUTHORS:
+%     Kostadin Dabov, email: dabov _at_ cs.tut.fi
+%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+% If no input argument is provided, then use these internal ones:
+if exist('sigma', 'var') ~= 1,
+    Xnoisy = 'gsalesmang20.avi'; Xorig = 'gsalesman.avi'; sigma = 20;
+    %Xnoisy = 'gstennisg20.avi';  Xorig = 'gstennis.avi';  sigma = 20;
+    %Xnoisy = 'gflowersg20.avi';   Xorig = 'gflower.avi';   sigma = 20;
+    
+    %Xnoisy = 'gsalesman.avi'; Xorig = Xnoisy; sigma = 20;
+    
+    NumberOfFrames = 0; %% 0 means process ALL frames.
+end
+
+
+
+if exist('dump_information', 'var') ~= 1,
+    dump_information = 1; % 1 -> print informaion to the screen and save the processed video as an AVI file
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Obtain infromation about the input noisy video
+%%%%
+if (ischar(Xnoisy) == 1), % if the input is a video filename
+    isCharacterName = 1;
+    Xnoisy_name = Xnoisy;
+    videoInfo = aviinfo(Xnoisy);
+    videoHeight = videoInfo.Height;
+    videoWidth = videoInfo.Width;
+    TotalFrames = videoInfo.NumFrames;
+elseif length(size(Xnoisy)) == 3% the input argument is a 3D video (spatio-temporal) matrix
+    Xnoisy_name = 'Input 3D matrix';
+    isCharacterName = 0;
+    [videoHeight, videoWidth, TotalFrames] = size(Xnoisy);
+else
+    fprintf('Oops! The input argument Xnoisy should be either a filename or a 3D matrix!\n');
+    PSNR_FINAL_ESTIMATE = 0;
+    y_hat_wi = 0;
+    return;
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Check if we want to process all frames, and save as 'NumberOfFrames' 
+%%%% the desired number of frames to process
+%%%%
+if exist('NumberOfFrames', 'var') == 1,
+    if NumberOfFrames <= 0,
+        NumberOfFrames = TotalFrames;
+    else
+        NumberOfFrames = max(min(NumberOfFrames, TotalFrames), 1);
+    end    
+else
+    NumberOfFrames = TotalFrames;
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%  Quality/complexity trade-off
+%%%%
+%%%%  'np' --> Normal Profile (balanced quality)
+%%%%  'lc' --> Low Complexity Profile (fast, lower quality)
+%%%%
+if (exist('bm3dProfile', 'var') ~= 1)
+    bm3dProfile         = 'np';
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Parameters for the Normal Profile.
+%%%%
+%%%% Select transforms ('dct', 'dst', 'hadamard', or anything that is listed by 'help wfilters'):
+transform_2D_HT_name     = 'bior1.5'; %% transform used for the HT filt. of size N1 x N1
+transform_2D_Wiener_name = 'dct';     %% transform used for the Wiener filt. of size N1_wiener x N1_wiener
+transform_3rd_dim_name   = 'haar'; %% tranform used in the 3-rd dim, the same for HT and Wiener filt.
+
+%%%% Step 1: Hard-thresholding (HT) parameters:
+denoiseFrames       = min(9, NumberOfFrames); % number of frames in the temporalwindow (should not exceed the total number of frames 'NumberOfFrames')
+N1                  = 8;  %% N1 x N1 is the block size used for the hard-thresholding (HT) filtering
+Nstep               = 6;  %% sliding step to process every next refernece block
+N2                  = 8;  %% maximum number of similar blocks (maximum size of the 3rd dimension of the 3D groups)
+Ns                  = 7;  %% length of the side of the search neighborhood for full-search block-matching (BM)
+Npr                 = 5;  %% length of the side of the motion-adaptive search neighborhood, use din the predictive-search BM
+tau_match           = 3000; %% threshold for the block distance (d-distance)
+lambda_thr3D        = 2.7; %% threshold parameter for the hard-thresholding in 3D DFT domain
+dsub                = 7;  %% a small value subtracted from the distnce of blocks with the same spatial coordinate as the reference one 
+Nb                  = 2;  %% number of blocks to follow in each next frame, used in the predictive-search BM
+beta                = 2.0; %% the beta parameter of the 2D Kaiser window used in the reconstruction
+
+%%%% Step 2: Wiener filtering parameters:
+denoiseFramesW      = min(9, NumberOfFrames);
+N1_wiener           = 7;
+Nstep_wiener        = 4;
+N2_wiener           = 8;
+Ns_wiener           = 7;
+Npr_wiener          = 5;
+tau_match_wiener    = 1500;
+beta_wiener         = 2.0;
+dsub_wiener         = 3;
+Nb_wiener           = 2;
+
+%%%% Block-matching parameters:
+stepFS              = 1; %% step that forces to switch to full-search BM, "1" implies always full-search
+smallLN             = 3; %% if stepFS > 1, then this specifies the size of the small local search neighb.
+stepFSW             = 1;
+smallLNW            = 3;
+thrToIncStep        = 8;  %% used in the HT filtering to increase the sliding step in uniform regions
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Parameters for the Low Complexity Profile.
+%%%%
+if strcmp(bm3dProfile, 'lc') == 1,
+    lambda_thr3D = 2.8;
+    smallLN   = 2;
+    smallLNW  = 2;
+    denoiseFrames  = min(5, NumberOfFrames);
+    denoiseFramesW = min(5, NumberOfFrames);
+    N2_wiener = 4;
+    N2 = 4;
+    Ns = 3;
+    Ns_wiener = 3;
+    NB = 1;
+    Nb_wiener = 1;
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Parameters for the High Profile.
+%%%%
+if strcmp(bm3dProfile, 'hi') == 1,
+    Nstep        = 3;
+    Nstep_wiener = 3;
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Parameters for the "Very Noisy" Profile.
+%%%%
+if sigma > 30,
+    N1 = 8;
+    N1_wiener = 8;
+    Nstep = 6;
+    tau_match    = 4500;
+    tau_match_wiener    = 3000;
+end
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Note: touch below this point only if you know what you are doing!
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Extract the input noisy video and make sure intensities are in [0,1]
+%%%% interval, using single-precision float
+if isCharacterName,
+    mno = aviread(Xnoisy_name);
+    z = zeros([videoHeight, videoWidth, NumberOfFrames], 'single');
+    for cf = 1:NumberOfFrames
+        z(:,:,cf) = single(mno(cf).cdata(:,:,1)) * 0.0039216; % 1/255 = 0.0039216
+    end
+    clear  mno
+else
+    if isinteger(Xnoisy) == 1,
+        z = single(Xnoisy) * 0.0039216; % 1/255 = 0.0039216
+    elseif isfloat(Xnoisy) == 0,
+        fprintf('Unknown format of "Xnoisy"! Must be a filename (array of char) or a 3D array of either floating point data (range [0,1]) or integer data (range [0,255]). \n');
+        return;
+    else        
+        z = single(Xnoisy);
+    end
+end
+
+clear Xnoisy;
+
+%%%% If the original video is provided, then extract it to 'Xorig' 
+%%%% which is later used to compute PSNR and ISNR
+if exist('Xorig', 'var') == 1,
+    randn('seed', 0);
+    if ischar(Xorig) == 0,
+        if isinteger(Xorig) == 1,
+            y = single(Xorig) * 0.0039216; % 1/255 = 0.0039216
+        elseif isfloat(Xorig) == 0,
+            fprintf('Unknown format of "Xorig"! Must be a filename (array of char) or a 3D array of either floating point data (range [0,1]) or integer data (range [0,255]). \n');
+            return;            
+        else
+            y = single(Xorig);
+        end
+    else        
+        if strcmp(Xorig, Xnoisy_name) == 1, %% special case, noise is aritifically added
+            y = z;
+            z = z + (sigma/255) * randn(size(z));
+        else
+            mo = aviread(Xorig);
+            y = zeros([videoHeight, videoWidth, NumberOfFrames], 'single');
+            for cf = 1:NumberOfFrames
+                y(:,:,cf) = single(mo(cf).cdata(:,:,1)) * 0.0039216; % 1/255 = 0.0039216
+            end
+            clear mo
+        end
+    end
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Create transform matrices, etc.
+%%%%
+decLevel           = 0;    %% dec. levels of the dyadic wavelet 2D transform for blocks (0 means full decomposition, higher values decrease the dec. number)
+decLevel3          = 0;    %% dec. level for the wavelet transform in the 3rd dimension
+
+[Tfor, Tinv]       = getTransfMatrix(N1, transform_2D_HT_name, decLevel); %% get (normalized) forward and inverse transform matrices
+[TforW, TinvW]     = getTransfMatrix(N1_wiener, transform_2D_Wiener_name); %% get (normalized) forward and inverse transform matrices
+thr_mask           = ones(N1); %% N1xN1 mask of threshold scaling coeff. --- by default there is no scaling, however the use of different thresholds for different wavelet decompoistion subbands can be done with this matrix
+
+if (strcmp(transform_3rd_dim_name, 'haar') == 1 || strcmp(transform_3rd_dim_name(end-2:end), '1.1') == 1),
+    %%% Fast internal transform is used, no need to generate transform
+    %%% matrices.
+    hadper_trans_single_den         = {};
+    inverse_hadper_trans_single_den = {};
+else
+    %%% Create transform matrices. The transforms are later computed by
+    %%% matrix multiplication with them
+    for hh = [1 2 4 8 16 32];
+        [Tfor3rd, Tinv3rd]   = getTransfMatrix(hh, transform_3rd_dim_name, decLevel3);
+        hadper_trans_single_den{hh}         = single(Tfor3rd);
+        inverse_hadper_trans_single_den{hh} = single(Tinv3rd');
+    end
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% 2D Kaiser windows that scale the reconstructed blocks
+%%%%
+if beta_wiener==2 & beta==2 & N1_wiener==7 & N1==8 % hardcode the window function so that the signal processing toolbox is not needed by default
+    Wwin2D = [ 0.1924    0.2989    0.3846    0.4325    0.4325    0.3846    0.2989    0.1924;
+        0.2989    0.4642    0.5974    0.6717    0.6717    0.5974    0.4642    0.2989;
+        0.3846    0.5974    0.7688    0.8644    0.8644    0.7688    0.5974    0.3846;
+        0.4325    0.6717    0.8644    0.9718    0.9718    0.8644    0.6717    0.4325;
+        0.4325    0.6717    0.8644    0.9718    0.9718    0.8644    0.6717    0.4325;
+        0.3846    0.5974    0.7688    0.8644    0.8644    0.7688    0.5974    0.3846;
+        0.2989    0.4642    0.5974    0.6717    0.6717    0.5974    0.4642    0.2989;
+        0.1924    0.2989    0.3846    0.4325    0.4325    0.3846    0.2989    0.1924 ];
+    Wwin2D_wiener = [ 0.1924    0.3151    0.4055    0.4387    0.4055    0.3151    0.1924;
+        0.3151    0.5161    0.6640    0.7184    0.6640    0.5161    0.3151;
+        0.4055    0.6640    0.8544    0.9243    0.8544    0.6640    0.4055;
+        0.4387    0.7184    0.9243    1.0000    0.9243    0.7184    0.4387;
+        0.4055    0.6640    0.8544    0.9243    0.8544    0.6640    0.4055;
+        0.3151    0.5161    0.6640    0.7184    0.6640    0.5161    0.3151;
+        0.1924    0.3151    0.4055    0.4387    0.4055    0.3151    0.1924 ];
+else
+    Wwin2D           = kaiser(N1, beta) * kaiser(N1, beta)'; % Kaiser window used in the aggregation of the HT part
+    Wwin2D_wiener    = kaiser(N1_wiener, beta_wiener) * kaiser(N1_wiener, beta_wiener)'; % Kaiser window used in the aggregation of the Wiener filt. part
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Read an image, generate noise and add it to the image
+%%%%
+
+l2normLumChrom = ones(NumberOfFrames,1); %%% NumberOfFrames == nSl !
+
+if dump_information == 1,
+    fprintf('Video: %s (%dx%dx%d), sigma: %.1f\n', Xnoisy_name, videoHeight, videoWidth, NumberOfFrames, sigma);
+end
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%% Initial estimate by hard-thresholding filtering
+tic;
+y_hat = bm3d_thr_video(z, hadper_trans_single_den, Nstep, N1, N2, 0,...
+    lambda_thr3D, tau_match*N1*N1/(255*255), (Ns-1)/2, sigma/255, thrToIncStep, single(Tfor), single(Tinv)', inverse_hadper_trans_single_den, single(thr_mask), 'unused arg', dsub*dsub/255, l2normLumChrom, Wwin2D, (Npr-1)/2, stepFS, denoiseFrames, Nb );
+estimate_elapsed_time = toc;
+
+if exist('Xorig', 'var') == 1,
+    PSNR_INITIAL_ESTIMATE = 10*log10(1/mean((double(y(:))-double(y_hat(:))).^2));
+    PSNR_NOISE = 10*log10(1/mean((double(y(:))-double(z(:))).^2));
+    ISNR_INITIAL_ESTIMATE = PSNR_INITIAL_ESTIMATE - PSNR_NOISE;
+
+    if dump_information == 1,    
+        fprintf('BASIC ESTIMATE (time: %.1f sec), PSNR: %.3f dB, ISNR: %.3f dB\n', ...
+            estimate_elapsed_time, PSNR_INITIAL_ESTIMATE, ISNR_INITIAL_ESTIMATE);
+    end
+end
+      
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% %%%% Final estimate by Wiener filtering (using the hard-thresholding
+% initial estimate)
+tic;
+y_hat_wi = bm3d_wiener_video(z, y_hat, hadper_trans_single_den, Nstep_wiener, N1_wiener, N2_wiener, ...
+    'unused_arg', tau_match_wiener*N1_wiener*N1_wiener/(255*255), (Ns_wiener-1)/2, sigma/255, 'unused arg', single(TforW), single(TinvW)', inverse_hadper_trans_single_den, 'unused arg', dsub_wiener*dsub_wiener/255, l2normLumChrom, Wwin2D_wiener, (Npr_wiener-1)/2, stepFSW, denoiseFramesW, Nb_wiener );
+
+% In case the input noisy video is clipped in [0,1], then apply declipping  
+if isCharacterName
+    if exist('Xorig', 'var') == 1
+        if ~strcmp(Xorig, Xnoisy_name)
+            [y_hat_wi] = ClipComp16b(sigma/255, y_hat_wi);
+        end
+    else
+        [y_hat_wi] = ClipComp16b(sigma/255, y_hat_wi);
+    end
+end
+
+wiener_elapsed_time = toc;
+
+
+
+PSNR_FINAL_ESTIMATE = 0;
+if exist('Xorig', 'var') == 1,
+    PSNR_FINAL_ESTIMATE = 10*log10(1/mean((double(y(:))-double(y_hat_wi(:))).^2)); 
+    ISNR_FINAL_ESTIMATE = PSNR_FINAL_ESTIMATE - 10*log10(1/mean((double(y(:))-double(z(:))).^2));
+end
+
+if dump_information == 1,
+
+    text_psnr = '';
+    if exist('Xorig', 'var') == 1
+
+        
+        %%%% Un-comment the following to print the PSNR of each frame
+        %
+        %     PSNRs = zeros(NumberOfFrames,1);
+        %     for ii = [1:NumberOfFrames],
+        %         PSNRs(ii) = 10*log10(1/mean2((y(:,:,ii)-y_hat_wi(:,:,ii)).^2));
+        %         fprintf(['Frame: ' sprintf('%d',ii) ', PSNR: ' sprintf('%.2f',PSNRs(ii)) '\n']);
+        %     end
+        %
+
+        fprintf('FINAL ESTIMATE, PSNR: %.3f dB, ISNR: %.3f dB\n', ...
+             PSNR_FINAL_ESTIMATE, ISNR_FINAL_ESTIMATE);
+
+        figure, imshow(double(z(:,:,ceil(NumberOfFrames/2)))); % show the central frame
+        title(sprintf('Noisy frame #%d',ceil(NumberOfFrames/2)));           
+        
+        figure, imshow(double(y_hat_wi(:,:,ceil(NumberOfFrames/2)))); % show the central frame
+        title(sprintf('Denoised frame #%d',ceil(NumberOfFrames/2)));
+        
+        text_psnr = sprintf('_PSNR%.2f', PSNR_FINAL_ESTIMATE);
+    end
+    
+    fprintf('The denoising took: %.1f sec (%.4f sec/frame). ', ...
+        wiener_elapsed_time+estimate_elapsed_time, (wiener_elapsed_time+estimate_elapsed_time)/NumberOfFrames);
+
+    
+    text_vid = 'Denoised';
+    FRATE = 30; % default value
+    if isCharacterName,
+        text_vid = Xnoisy_name(1:end-4);
+        ainfo = aviinfo(Xnoisy_name);
+        FRATE = ainfo.FramesPerSecond;
+    end
+
+    avi_filename = sprintf('%s%s_%s_BM3D.avi', text_vid, text_psnr, bm3dProfile);
+    
+    if exist(avi_filename, 'file') ~= 0,
+        delete(avi_filename);
+    end
+    mov = avifile(avi_filename, 'Colormap', gray(256), 'compression', 'None', 'fps', FRATE);
+    for ii = [1:NumberOfFrames],
+        mov = addframe(mov, uint8(round(255*double(y_hat_wi(:,:,ii)))));
+    end
+    mov = close(mov);
+    fprintf('The denoised video written to: %s.\n\n', avi_filename);
+    
+end
+
+return;
+
+
+
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Some auxiliary functions 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+
+
+
+function [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+% Create forward and inverse transform matrices, which allow for perfect
+% reconstruction. The forward transform matrix is normalized so that the 
+% l2-norm of each basis element is 1.
+%
+% [Tforward, Tinverse] = getTransfMatrix (N, transform_type, dec_levels)
+%
+%  INPUTS:
+%
+%   N               --> Size of the transform (for wavelets, must be 2^K)
+%
+%   transform_type  --> 'dct', 'dst', 'hadamard', or anything that is 
+%                       listed by 'help wfilters' (bi-orthogonal wavelets)
+%                       'DCrand' -- an orthonormal transform with a DC and all
+%                       the other basis elements of random nature
+%
+%   dec_levels      --> If a wavelet transform is generated, this is the
+%                       desired decomposition level. Must be in the
+%                       range [0, log2(N)-1], where "0" implies
+%                       full decomposition.
+%
+%  OUTPUTS:
+%
+%   Tforward        --> (N x N) Forward transform matrix
+%
+%   Tinverse        --> (N x N) Inverse transform matrix
+%
+
+if exist('dec_levels', 'var') ~= 1,
+    dec_levels = 0;
+end
+
+if N == 1,
+    Tforward = 1;
+elseif strcmp(transform_type, 'hadamard') == 1,
+    Tforward    = hadamard(N);
+elseif (N == 8) & strcmp(transform_type, 'bior1.5')==1 % hardcoded transform so that the wavelet toolbox is not needed to generate it
+    Tforward =  [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.219417649252501   0.449283757993216   0.449283757993216   0.219417649252501  -0.219417649252501  -0.449283757993216  -0.449283757993216  -0.219417649252501;
+       0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846  -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284;
+      -0.083506045090284   0.083506045090284  -0.083506045090284   0.083506045090284   0.569359398342846   0.402347308162278  -0.402347308162278  -0.569359398342846;
+       0.707106781186547  -0.707106781186547                   0                   0                   0                   0                   0                   0;
+                       0                   0   0.707106781186547  -0.707106781186547                   0                   0                   0                   0;
+                       0                   0                   0                   0   0.707106781186547  -0.707106781186547                   0                   0;
+                       0                   0                   0                   0                   0                   0   0.707106781186547  -0.707106781186547];   
+elseif (N == 8) & strcmp(transform_type, 'dct')==1 % hardcoded transform so that the signal processing toolbox is not needed to generate it
+    Tforward = [ 0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274   0.353553390593274;
+       0.490392640201615   0.415734806151273   0.277785116509801   0.097545161008064  -0.097545161008064  -0.277785116509801  -0.415734806151273  -0.490392640201615;
+       0.461939766255643   0.191341716182545  -0.191341716182545  -0.461939766255643  -0.461939766255643  -0.191341716182545   0.191341716182545   0.461939766255643;
+       0.415734806151273  -0.097545161008064  -0.490392640201615  -0.277785116509801   0.277785116509801   0.490392640201615   0.097545161008064  -0.415734806151273;
+       0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274   0.353553390593274  -0.353553390593274  -0.353553390593274   0.353553390593274;
+       0.277785116509801  -0.490392640201615   0.097545161008064   0.415734806151273  -0.415734806151273  -0.097545161008064   0.490392640201615  -0.277785116509801;
+       0.191341716182545  -0.461939766255643   0.461939766255643  -0.191341716182545  -0.191341716182545   0.461939766255643  -0.461939766255643   0.191341716182545;
+       0.097545161008064  -0.277785116509801   0.415734806151273  -0.490392640201615   0.490392640201615  -0.415734806151273   0.277785116509801  -0.097545161008064];
+elseif (N == 8) & strcmp(transform_type, 'dst')==1 % hardcoded transform so that the PDE toolbox is not needed to generate it
+    Tforward = [ 0.161229841765317   0.303012985114696   0.408248290463863   0.464242826880013   0.464242826880013   0.408248290463863   0.303012985114696   0.161229841765317;
+       0.303012985114696   0.464242826880013   0.408248290463863   0.161229841765317  -0.161229841765317  -0.408248290463863  -0.464242826880013  -0.303012985114696;
+       0.408248290463863   0.408248290463863                   0  -0.408248290463863  -0.408248290463863                   0   0.408248290463863   0.408248290463863;
+       0.464242826880013   0.161229841765317  -0.408248290463863  -0.303012985114696   0.303012985114696   0.408248290463863  -0.161229841765317  -0.464242826880013;
+       0.464242826880013  -0.161229841765317  -0.408248290463863   0.303012985114696   0.303012985114696  -0.408248290463863  -0.161229841765317   0.464242826880013;
+       0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863                   0   0.408248290463863  -0.408248290463863;
+       0.303012985114696  -0.464242826880013   0.408248290463863  -0.161229841765317  -0.161229841765317   0.408248290463863  -0.464242826880013   0.303012985114696;
+       0.161229841765317  -0.303012985114696   0.408248290463863  -0.464242826880013   0.464242826880013  -0.408248290463863   0.303012985114696  -0.161229841765317];
+elseif (N == 7) & strcmp(transform_type, 'dct')==1 % hardcoded transform so that the signal processing toolbox is not needed to generate it
+    Tforward =[ 0.377964473009227   0.377964473009227   0.377964473009227   0.377964473009227   0.377964473009227   0.377964473009227   0.377964473009227;
+       0.521120889169602   0.417906505941275   0.231920613924330                   0  -0.231920613924330  -0.417906505941275  -0.521120889169602;
+       0.481588117120063   0.118942442321354  -0.333269317528993  -0.534522483824849  -0.333269317528993   0.118942442321354   0.481588117120063;
+       0.417906505941275  -0.231920613924330  -0.521120889169602                   0   0.521120889169602   0.231920613924330  -0.417906505941275;
+       0.333269317528993  -0.481588117120063  -0.118942442321354   0.534522483824849  -0.118942442321354  -0.481588117120063   0.333269317528993;
+       0.231920613924330  -0.521120889169602   0.417906505941275                   0  -0.417906505941275   0.521120889169602  -0.231920613924330;
+       0.118942442321354  -0.333269317528993   0.481588117120063  -0.534522483824849   0.481588117120063  -0.333269317528993   0.118942442321354];   
+elseif strcmp(transform_type, 'dct') == 1,
+    Tforward    = dct(eye(N));
+elseif strcmp(transform_type, 'dst') == 1,
+    Tforward    = dst(eye(N));
+elseif strcmp(transform_type, 'DCrand') == 1,
+    x = randn(N); x(1:end,1) = 1; [Q,R] = qr(x); 
+    if (Q(1) < 0), 
+        Q = -Q; 
+    end;
+    Tforward = Q';
+else %% a wavelet decomposition supported by 'wavedec'
+    %%% Set periodic boundary conditions, to preserve bi-orthogonality
+    dwtmode('per','nodisp');  
+    
+    Tforward = zeros(N,N);
+    for i = 1:N
+        Tforward(:,i)=wavedec(circshift([1 zeros(1,N-1)],[dec_levels i-1]), log2(N), transform_type);  %% construct transform matrix
+    end
+end
+
+%%% Normalize the basis elements
+Tforward = (Tforward' * diag(sqrt(1./sum(Tforward.^2,2))))'; 
+
+%%% Compute the inverse transform matrix
+Tinverse = inv(Tforward);
+
+return;
\ No newline at end of file
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diff --git a/THESE/codes/nlmeans/NLmeansfilter.m b/THESE/codes/nlmeans/NLmeansfilter.m
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+function [output]=NLmeansfilter(input,t,f,h)\r
\r
+ %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+ %\r
+ %  input: image to be filtered\r
+ %  t: radio of search window\r
+ %  f: radio of similarity window\r
+ %  h: degree of filtering\r
+ %\r
+ %  Author: Jose Vicente Manjon Herrera & Antoni Buades\r
+ %  Date: 09-03-2006\r
+ %\r
+ %  Implementation of the Non local filter proposed for A. Buades, B. Coll and J.M. Morel in\r
+ %  "A non-local algorithm for image denoising"\r
+ %\r
+ %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\r
+\r
+ % Size of the image\r
+ [m n]=size(input);\r
\r
\r
+ % Memory for the output\r
+ Output=zeros(m,n);\r
+\r
+ % Replicate the boundaries of the input image\r
+ input2 = padarray(input,[f f],'symmetric');\r
\r
+ % Used kernel\r
+ kernel = make_kernel(f);\r
+ kernel = kernel / sum(sum(kernel));\r
\r
+ h=h*h;\r
\r
+ for i=1:m\r
+ for j=1:n\r
+                 \r
+         i1 = i+ f;\r
+         j1 = j+ f;\r
+                \r
+         W1= input2(i1-f:i1+f , j1-f:j1+f);\r
+         \r
+         wmax=0; \r
+         average=0;\r
+         sweight=0;\r
+         \r
+         rmin = max(i1-t,f+1);\r
+         rmax = min(i1+t,m+f);\r
+         smin = max(j1-t,f+1);\r
+         smax = min(j1+t,n+f);\r
+         \r
+         for r=rmin:1:rmax\r
+         for s=smin:1:smax\r
+                                               \r
+                if(r==i1 && s==j1) continue; end;\r
+                                \r
+                W2= input2(r-f:r+f , s-f:s+f);                \r
+                 \r
+                d = sum(sum(kernel.*(W1-W2).*(W1-W2)));\r
+                                               \r
+                w=exp(-d/h);                 \r
+                                 \r
+                if w>wmax                \r
+                    wmax=w;                   \r
+                end\r
+                \r
+                sweight = sweight + w;\r
+                average = average + w*input2(r,s);                                  \r
+         end \r
+         end\r
+             \r
+        average = average + wmax*input2(i1,j1);\r
+        sweight = sweight + wmax;\r
+                   \r
+        if sweight > 0\r
+            output(i,j) = average / sweight;\r
+        else\r
+            output(i,j) = input(i,j);\r
+        end                \r
+ end\r
+ end\r
\r
+function [kernel] = make_kernel(f)              \r
\r
+kernel=zeros(2*f+1,2*f+1);   \r
+for d=1:f    \r
+  value= 1 / (2*d+1)^2 ;    \r
+  for i=-d:d\r
+  for j=-d:d\r
+    kernel(f+1-i,f+1-j)= kernel(f+1-i,f+1-j) + value ;\r
+  end\r
+  end\r
+end\r
+kernel = kernel ./ f;\r
+\r
+        
\ No newline at end of file
diff --git a/THESE/codes/nlmeans/demo.m b/THESE/codes/nlmeans/demo.m
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index 0000000..6ecfc84
--- /dev/null
@@ -0,0 +1,30 @@
+clear\r
+clc\r
+clf\r
+colormap(gray)\r
+\r
+% create example image\r
+ima=100*ones(100);\r
+ima(50:100,:)=50;\r
+ima(:,50:100)=2*ima(:,50:100);\r
+fs=fspecial('average');\r
+ima=imfilter(ima,fs,'symmetric');\r
+\r
+% add some noise\r
+sigma=10;\r
+rima=ima+sigma*randn(size(ima));\r
+\r
+% show it\r
+imagesc(rima)\r
+drawnow\r
+\r
+% denoise it\r
+fima=NLmeansfilter(ima,5,2,sigma);\r
+\r
+% show results\r
+clf\r
+subplot(2,2,1),imagesc(ima),title('original');\r
+subplot(2,2,2),imagesc(rima),title('noisy');\r
+subplot(2,2,3),imagesc(fima),title('filtered');\r
+subplot(2,2,4),imagesc(rima-fima),title('residuals');\r
+\r
diff --git a/THESE/codes/nlmeans/license.txt b/THESE/codes/nlmeans/license.txt
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index 0000000..631c5f5
--- /dev/null
@@ -0,0 +1,24 @@
+Copyright (c) 2005, Jose Vicente Manjon-Herrera
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without 
+modification, are permitted provided that the following conditions are 
+met:
+
+    * Redistributions of source code must retain the above copyright 
+      notice, this list of conditions and the following disclaimer.
+    * Redistributions in binary form must reproduce the above copyright 
+      notice, this list of conditions and the following disclaimer in 
+      the documentation and/or other materials provided with the distribution
+      
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" 
+AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE 
+IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE 
+ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE 
+LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR 
+CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF 
+SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS 
+INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN 
+CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) 
+ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE 
+POSSIBILITY OF SUCH DAMAGE.
diff --git a/THESE/codes/nlmeans/ny256_gauss25_nlm_2_2_25.png b/THESE/codes/nlmeans/ny256_gauss25_nlm_2_2_25.png
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diff --git a/THESE/codes/nlmeans/testnlm.zip b/THESE/codes/nlmeans/testnlm.zip
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diff --git a/THESE/codes/psnrssim.m b/THESE/codes/psnrssim.m
new file mode 100644 (file)
index 0000000..fbe4a4a
--- /dev/null
@@ -0,0 +1,27 @@
+function [psnr, mssim ] = psnrssim(Iref, I2, nbits, lmax)
+
+% =======================================================================
+% Edited code by zulu
+%
+% Last Modified: 2011-12-08
+%========================================================================
+
+%========================================================================
+%Input : (1) Iref: the ref image 
+%        (2) I2  : the image being compared
+%        (3) lmax: max length of paths 
+%========================================================================
+
+IcutA = zeros(size(Iref,1), lmax) ;
+IcutB = [ zeros(lmax, size(Iref,2)- 2*lmax) ; ones(size(Iref)-[ 2*lmax 2*lmax ]) ; zeros(lmax, size(Iref,2)-2*lmax) ] ;
+Icut = [ IcutA IcutB IcutA] ; 
+
+Irefcut = double(Iref).*double(Icut) ;
+I2cut = double(I2).*double(Icut) ;
+
+psnr = 10*log10((2^nbits)^2/(mean(mean((I2cut-Irefcut).^2)))) ; 
+
+mssim = ssim(Irefcut, I2cut) ;
+
+
+return 
diff --git a/THESE/codes/ssim.m b/THESE/codes/ssim.m
new file mode 100644 (file)
index 0000000..958fa12
--- /dev/null
@@ -0,0 +1,213 @@
+function [mssim, ssim_map] = ssim(img1, img2, K, window, L)\r
+\r
+% ========================================================================\r
+% SSIM Index with automatic downsampling, Version 1.0\r
+% Copyright(c) 2009 Zhou Wang\r
+% All Rights Reserved.\r
+%\r
+% ----------------------------------------------------------------------\r
+% Permission to use, copy, or modify this software and its documentation\r
+% for educational and research purposes only and without fee is hereby\r
+% granted, provided that this copyright notice and the original authors'\r
+% names appear on all copies and supporting documentation. This program\r
+% shall not be used, rewritten, or adapted as the basis of a commercial\r
+% software or hardware product without first obtaining permission of the\r
+% authors. The authors make no representations about the suitability of\r
+% this software for any purpose. It is provided "as is" without express\r
+% or implied warranty.\r
+%----------------------------------------------------------------------\r
+%\r
+% This is an implementation of the algorithm for calculating the\r
+% Structural SIMilarity (SSIM) index between two images\r
+%\r
+% Please refer to the following paper and the website with suggested usage\r
+%\r
+% Z. Wang, A. C. Bovik, H. R. Sheikh, and E. P. Simoncelli, "Image\r
+% quality assessment: From error visibility to structural similarity,"\r
+% IEEE Transactios on Image Processing, vol. 13, no. 4, pp. 600-612,\r
+% Apr. 2004.\r
+%\r
+% http://www.ece.uwaterloo.ca/~z70wang/research/ssim/\r
+%\r
+% Note: This program is different from ssim_index.m, where no automatic\r
+% downsampling is performed. (downsampling was done in the above paper\r
+% and was described as suggested usage in the above website.)\r
+%\r
+% Kindly report any suggestions or corrections to zhouwang@ieee.org\r
+%\r
+%----------------------------------------------------------------------\r
+%\r
+%Input : (1) img1: the first image being compared\r
+%        (2) img2: the second image being compared\r
+%        (3) K: constants in the SSIM index formula (see the above\r
+%            reference). defualt value: K = [0.01 0.03]\r
+%        (4) window: local window for statistics (see the above\r
+%            reference). default widnow is Gaussian given by\r
+%            window = fspecial('gaussian', 11, 1.5);\r
+%        (5) L: dynamic range of the images. default: L = 255\r
+%\r
+%Output: (1) mssim: the mean SSIM index value between 2 images.\r
+%            If one of the images being compared is regarded as \r
+%            perfect quality, then mssim can be considered as the\r
+%            quality measure of the other image.\r
+%            If img1 = img2, then mssim = 1.\r
+%        (2) ssim_map: the SSIM index map of the test image. The map\r
+%            has a smaller size than the input images. The actual size\r
+%            depends on the window size and the downsampling factor.\r
+%\r
+%Basic Usage:\r
+%   Given 2 test images img1 and img2, whose dynamic range is 0-255\r
+%\r
+%   [mssim, ssim_map] = ssim(img1, img2);\r
+%\r
+%Advanced Usage:\r
+%   User defined parameters. For example\r
+%\r
+%   K = [0.05 0.05];\r
+%   window = ones(8);\r
+%   L = 100;\r
+%   [mssim, ssim_map] = ssim(img1, img2, K, window, L);\r
+%\r
+%Visualize the results:\r
+%\r
+%   mssim                        %Gives the mssim value\r
+%   imshow(max(0, ssim_map).^4)  %Shows the SSIM index map\r
+%========================================================================\r
+\r
+\r
+if (nargin < 2 || nargin > 5)\r
+   mssim = -Inf;\r
+   ssim_map = -Inf;\r
+   return;\r
+end\r
+\r
+if (size(img1) ~= size(img2))\r
+   mssim = -Inf;\r
+   ssim_map = -Inf;\r
+   return;\r
+end\r
+\r
+[M N] = size(img1);\r
+\r
+if (nargin == 2)\r
+   if ((M < 11) || (N < 11))\r
+          mssim = -Inf;\r
+          ssim_map = -Inf;\r
+      return\r
+   end\r
+   window = fspecial('gaussian', 11, 1.5);     %\r
+   K(1) = 0.01;                                        % default settings\r
+   K(2) = 0.03;                                        %\r
+   L = 255;                                     %\r
+end\r
+\r
+if (nargin == 3)\r
+   if ((M < 11) || (N < 11))\r
+          mssim = -Inf;\r
+          ssim_map = -Inf;\r
+      return\r
+   end\r
+   window = fspecial('gaussian', 11, 1.5);\r
+   L = 255;\r
+   if (length(K) == 2)\r
+      if (K(1) < 0 || K(2) < 0)\r
+                  mssim = -Inf;\r
+               ssim_map = -Inf;\r
+               return;\r
+      end\r
+   else\r
+          mssim = -Inf;\r
+       ssim_map = -Inf;\r
+          return;\r
+   end\r
+end\r
+\r
+if (nargin == 4)\r
+   [H W] = size(window);\r
+   if ((H*W) < 4 || (H > M) || (W > N))\r
+          mssim = -Inf;\r
+          ssim_map = -Inf;\r
+      return\r
+   end\r
+   L = 255;\r
+   if (length(K) == 2)\r
+      if (K(1) < 0 || K(2) < 0)\r
+                  mssim = -Inf;\r
+               ssim_map = -Inf;\r
+               return;\r
+      end\r
+   else\r
+          mssim = -Inf;\r
+       ssim_map = -Inf;\r
+          return;\r
+   end\r
+end\r
+\r
+if (nargin == 5)\r
+   [H W] = size(window);\r
+   if ((H*W) < 4 || (H > M) || (W > N))\r
+          mssim = -Inf;\r
+          ssim_map = -Inf;\r
+      return\r
+   end\r
+   if (length(K) == 2)\r
+      if (K(1) < 0 || K(2) < 0)\r
+                  mssim = -Inf;\r
+               ssim_map = -Inf;\r
+               return;\r
+      end\r
+   else\r
+          mssim = -Inf;\r
+       ssim_map = -Inf;\r
+          return;\r
+   end\r
+end\r
+\r
+\r
+img1 = double(img1);\r
+img2 = double(img2);\r
+\r
+% automatic downsampling\r
+f = max(1,round(min(M,N)/256));\r
+%downsampling by f\r
+%use a simple low-pass filter \r
+if(f>1)\r
+    lpf = ones(f,f);\r
+    lpf = lpf/sum(lpf(:));\r
+    img1 = imfilter(img1,lpf,'symmetric','same');\r
+    img2 = imfilter(img2,lpf,'symmetric','same');\r
+\r
+    img1 = img1(1:f:end,1:f:end);\r
+    img2 = img2(1:f:end,1:f:end);\r
+end\r
+\r
+C1 = (K(1)*L)^2;\r
+C2 = (K(2)*L)^2;\r
+window = window/sum(sum(window));\r
+\r
+mu1   = filter2(window, img1, 'valid');\r
+mu2   = filter2(window, img2, 'valid');\r
+mu1_sq = mu1.*mu1;\r
+mu2_sq = mu2.*mu2;\r
+mu1_mu2 = mu1.*mu2;\r
+sigma1_sq = filter2(window, img1.*img1, 'valid') - mu1_sq;\r
+sigma2_sq = filter2(window, img2.*img2, 'valid') - mu2_sq;\r
+sigma12 = filter2(window, img1.*img2, 'valid') - mu1_mu2;\r
+\r
+if (C1 > 0 && C2 > 0)\r
+   ssim_map = ((2*mu1_mu2 + C1).*(2*sigma12 + C2))./((mu1_sq + mu2_sq + C1).*(sigma1_sq + sigma2_sq + C2));\r
+else\r
+   numerator1 = 2*mu1_mu2 + C1;\r
+   numerator2 = 2*sigma12 + C2;\r
+       denominator1 = mu1_sq + mu2_sq + C1;\r
+   denominator2 = sigma1_sq + sigma2_sq + C2;\r
+   ssim_map = ones(size(mu1));\r
+   index = (denominator1.*denominator2 > 0);\r
+   ssim_map(index) = (numerator1(index).*numerator2(index))./(denominator1(index).*denominator2(index));\r
+   index = (denominator1 ~= 0) & (denominator2 == 0);\r
+   ssim_map(index) = numerator1(index)./denominator1(index);\r
+end\r
+\r
+mssim = mean2(ssim_map);\r
+\r
+return
\ No newline at end of file
index 73377df6ca689e7c9458e9f137f64bd9350ccc96..c75031360fabca17c5cb52cb8c2a807258765d9a 100644 (file)
@@ -24,8 +24,8 @@ load nor_dualtree    % run normaliz_coefcalc_dual_tree to generate this mat file
 
 % Forward dual-tree DWT
 % Either FSfarras or AntonB function can be used to compute the stage 1 filters  
 
 % Forward dual-tree DWT
 % Either FSfarras or AntonB function can be used to compute the stage 1 filters  
-%[Faf, Fsf] = FSfarras;
-[Faf, Fsf] = AntonB;
+[Faf, Fsf] = FSfarras;
+%[Faf, Fsf] = AntonB;
 [af, sf] = dualfilt1;
 W = cplxdual2D(x, J, Faf, af);
 W = normcoef(W,J,nor);
 [af, sf] = dualfilt1;
 W = cplxdual2D(x, J, Faf, af);
 W = normcoef(W,J,nor);
@@ -77,4 +77,4 @@ y = icplxdual2D(W, J, Fsf, sf);
 
 % Extract the image
 ind = 2^(J-1)+1:2^(J-1)+L;
 
 % Extract the image
 ind = 2^(J-1)+1:2^(J-1)+L;
-y = y(ind,ind);
\ No newline at end of file
+y = y(ind,ind);
diff --git a/THESE/codes/wave/allcode/denoising_dtdwt.m~ b/THESE/codes/wave/allcode/denoising_dtdwt.m~
new file mode 100644 (file)
index 0000000..c750313
--- /dev/null
@@ -0,0 +1,80 @@
+function y = denoising_dtdwt(x)
+% Local Adaptive Image Denoising Algorithm
+% Usage :
+%        y = denoising_dtdwt(x)
+% INPUT :
+%        x - a noisy image
+% OUTPUT :
+%        y - the corresponding denoised image
+
+% Set the windowsize and the corresponding filter
+windowsize  = 7;
+windowfilt = ones(1,windowsize)/windowsize;
+
+% Number of Stages
+J = 6;
+I=sqrt(-1);
+
+% symmetric extension
+L = length(x); % length of the original image.
+N = L+2^J;     % length after extension.
+x = symextend(x,2^(J-1));
+
+load nor_dualtree    % run normaliz_coefcalc_dual_tree to generate this mat file.
+
+% Forward dual-tree DWT
+% Either FSfarras or AntonB function can be used to compute the stage 1 filters  
+[Faf, Fsf] = FSfarras;
+%[Faf, Fsf] = AntonB;
+[af, sf] = dualfilt1;
+W = cplxdual2D(x, J, Faf, af);
+W = normcoef(W,J,nor);
+
+
+% Noise variance estimation using robust median estimator..
+tmp = W{1}{1}{1}{1};
+Nsig = median(abs(tmp(:)))/0.6745;
+
+for scale = 1:J-1
+    for dir = 1:2
+        for dir1 = 1:3
+            
+            % Noisy complex coefficients
+            %Real part
+            Y_coef_real = W{scale}{1}{dir}{dir1};
+            % imaginary part
+            Y_coef_imag = W{scale}{2}{dir}{dir1};
+            % The corresponding noisy parent coefficients
+            %Real part
+            Y_parent_real = W{scale+1}{1}{dir}{dir1};
+            % imaginary part
+            Y_parent_imag = W{scale+1}{2}{dir}{dir1};
+            % Extend noisy parent matrix to make the matrix size the same as the coefficient matrix.
+            Y_parent_real  = expand(Y_parent_real);
+            Y_parent_imag   = expand(Y_parent_imag);
+            
+            % Signal variance estimation
+            Wsig = conv2(windowfilt,windowfilt,(Y_coef_real).^2,'same');
+            Ssig = sqrt(max(Wsig-Nsig.^2,eps));
+            
+            % Threshold value estimation
+            T = sqrt(3)*Nsig^2./Ssig;
+            
+            % Bivariate Shrinkage
+            Y_coef = Y_coef_real+I*Y_coef_imag;
+            Y_parent = Y_parent_real + I*Y_parent_imag;
+            Y_coef = bishrink(Y_coef,Y_parent,T);
+            W{scale}{1}{dir}{dir1} = real(Y_coef);
+            W{scale}{2}{dir}{dir1} = imag(Y_coef);
+            
+        end
+    end
+end
+
+% Inverse Transform
+W = unnormcoef(W,J,nor);
+y = icplxdual2D(W, J, Fsf, sf);
+
+% Extract the image
+ind = 2^(J-1)+1:2^(J-1)+L;
+y = y(ind,ind);
diff --git a/THESE/codes/wave/ny256_gauss25_dwt.png b/THESE/codes/wave/ny256_gauss25_dwt.png
new file mode 100644 (file)
index 0000000..c21f897
Binary files /dev/null and b/THESE/codes/wave/ny256_gauss25_dwt.png differ
diff --git a/THESE/codes/wave/ny256_gauss25_dwt20.png b/THESE/codes/wave/ny256_gauss25_dwt20.png
new file mode 100644 (file)
index 0000000..cd07248
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diff --git a/THESE/codes/wave/ny256_gauss25_dwt50.png b/THESE/codes/wave/ny256_gauss25_dwt50.png
new file mode 100644 (file)
index 0000000..ddb03c8
Binary files /dev/null and b/THESE/codes/wave/ny256_gauss25_dwt50.png differ
diff --git a/THESE/codes/wave/ny256_gauss25_dwt70.png b/THESE/codes/wave/ny256_gauss25_dwt70.png
new file mode 100644 (file)
index 0000000..40e19fb
Binary files /dev/null and b/THESE/codes/wave/ny256_gauss25_dwt70.png differ
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+\citation{cutrona1990synthetic}
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+\citation{Lestimation-html}
+\citation{meanshift_1995}
+\citation{Computer-Graphics-by-Foley-van-Dam-Feiner-and-Hughes-published-by-Addison-Wesley-1990}
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+\citation{yket1999}
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+\citation{level-sets-osher-sethian-1988}
+\citation{narrow-band-level-set}
+\citation{fast_marching_sethian}
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+\citation{ronfard}
+\citation{snake-bertaux}
+\citation{amfm-2010}
+\citation{watershed}
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-\bibdata{biblio.bib}
-\@writefile{toc}{\contentsline {chapter}{\numberline {5}Conclusion g\IeC {\'e}n\IeC {\'e}rale}{33}{chapter.5}}
+\@writefile{toc}{\contentsline {section}{\numberline {4.1}Algorithme de r\IeC {\'e}duction de bruit par recherche des lignes de niveaux}{33}{section.4.1}}
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+\@writefile{toc}{\contentsline {section}{\numberline {4.3}Filtres de convolution}{33}{section.4.3}}
+\bibstyle{plain}
+\bibdata{biblio}
+\@writefile{toc}{\contentsline {chapter}{\numberline {5}Conclusion g\IeC {\'e}n\IeC {\'e}rale}{35}{chapter.5}}
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+\bibcite{kodakccd}{1}
+\bibcite{aldinucci2012parallel}{2}
+\bibcite{1467423}{3}
+\bibcite{BuadesCM06}{4}
+\bibcite{Caselles99topographicmaps}{5}
+\bibcite{chen09}{6}
+\bibcite{1093941}{7}
+\bibcite{cutrona1990synthetic}{8}
+\bibcite{Dabov06imagedenoising}{9}
+\bibcite{Dabov09bm3dimage}{10}
+\bibcite{Daubechies:1992:TLW:130655}{11}
+\bibcite{elad2006image}{12}
+\bibcite{nlmeansgpubelge}{13}
+\bibcite{healey1994radiometric}{14}
+\bibcite{5402362}{15}
+\bibcite{cmla2009Kes}{16}
+\bibcite{Mallat:2008:WTS:1525499}{17}
+\bibcite{mancuso2001introduction}{18}
+\bibcite{coil}{19}
+\bibcite{PALHANOXAVIERDEFONTES}{20}
+\bibcite{4287006}{21}
+\bibcite{1521458}{22}
+\bibcite{4587843}{23}
+\bibcite{6288187}{24}
+\bibcite{convolutionsoup}{25}
+\bibcite{strang1999discrete}{26}
+\bibcite{theuwissen2001ccd}{27}
+\bibcite{710815}{28}
+\bibcite{tukey77}{29}
+\bibcite{Wang04imagequality}{30}
+\bibcite{5206542}{31}
+\bibcite{zheng2011performance}{32}
diff --git a/THESE/these.bbl b/THESE/these.bbl
new file mode 100644 (file)
index 0000000..65eb750
--- /dev/null
@@ -0,0 +1,194 @@
+\begin{thebibliography}{10}
+
+\bibitem{kodakccd}
+Ccd image sensor noise sources.
+\newblock Technical report, Eastman Kodak company, Rochester, August 2001.
+
+\bibitem{aldinucci2012parallel}
+M.~Aldinucci, C.S.M. Drocco, M.~Torquati, and S.~Palazzo.
+\newblock A parallel edge preserving algorithm for salt and pepper image
+  denoising.
+\newblock 2012.
+
+\bibitem{1467423}
+A.~Buades, B.~Coll, and J.~M Morel.
+\newblock A non-local algorithm for image denoising.
+\newblock In {\em Computer Vision and Pattern Recognition, 2005. CVPR 2005.
+  IEEE Computer Society Conference on}, volume~2, pages 60--65 vol. 2, 2005.
+
+\bibitem{BuadesCM06}
+Antoni Buades, Bartomeu Coll, and Jean-Michel Morel.
+\newblock The staircasing effect in neighborhood filters and its solution.
+\newblock {\em IEEE Transactions on Image Processing}, 15(6):1499--1505, 2006.
+
+\bibitem{Caselles99topographicmaps}
+Vicent Caselles and Jean michel Morel.
+\newblock Topographic maps and local contrast changes in natural images.
+\newblock {\em Int. J. Comp. Vision}, 33:5--27, 1999.
+
+\bibitem{chen09}
+Wei Chen, M.~Beister, Y.~Kyriakou, and M.~Kachelries.
+\newblock High performance median filtering using commodity graphics hardware.
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+  IEEE}, pages 4142--4147, 24 2009-nov. 1 2009.
+
+\bibitem{1093941}
+Wen-Hsiung Chen, C.~Smith, and S.~Fralick.
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+
+\bibitem{cutrona1990synthetic}
+LJ~Cutrona.
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+  York}, 1990.
+
+\bibitem{Dabov06imagedenoising}
+Kostadin Dabov, Alessandro Foi, Vladimir Katkovnik, and Karen Egiazarian.
+\newblock Image denoising with block-matching and 3d filtering.
+\newblock In {\em IN ELECTRONIC IMAGING’06, PROC. SPIE 6064, NO. 6064A-30},
+  2006.
+
+\bibitem{Dabov09bm3dimage}
+Kostadin Dabov, Ro~Foi, Vladimir Katkovnik, and Karen Egiazarian.
+\newblock Bm3d image denoising with shape-adaptive principal component
+  analysis.
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+  Structured Representations (SPARS{\rq}09}, 2009.
+
+\bibitem{Daubechies:1992:TLW:130655}
+Ingrid Daubechies.
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+  USA, 1992.
+
+\bibitem{elad2006image}
+Michael Elad and Michal Aharon.
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+  dictionaries.
+\newblock {\em Image Processing, IEEE Transactions on}, 15(12):3736--3745,
+  2006.
+
+\bibitem{nlmeansgpubelge}
+Bart Goossens, Hiêp Luong, Jan Aelterman, Aleksandra Pižurica, and Wilfried
+  Philips.
+\newblock A gpu-accelerated real-time nlmeans algorithm for denoising color
+  video sequences.
+\newblock In Jacques Blanc-Talon, Don Bone, Wilfried Philips, Dan Popescu, and
+  Paul Scheunders, editors, {\em Advanced Concepts for Intelligent Vision
+  Systems}, volume 6475 of {\em Lecture Notes in Computer Science}, pages
+  46--57. Springer Berlin Heidelberg, 2010.
+
+\bibitem{healey1994radiometric}
+Glenn~E Healey and Raghava Kondepudy.
+\newblock Radiometric ccd camera calibration and noise estimation.
+\newblock {\em Pattern Analysis and Machine Intelligence, IEEE Transactions
+  on}, 16(3):267--276, 1994.
+
+\bibitem{5402362}
+M.~Kachelriess.
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+  IEEE}, pages 4099 --4105, 24 2009-nov. 1 2009.
+
+\bibitem{cmla2009Kes}
+P.~Kestener, Y.~Moudden, and A.~Pedron.
+\newblock Calcul scientifique sur gpu et application en traitement d'images.
+\newblock Seminaire HPC-GPU, CMLA, ENS Cachan, March 2009.
+
+\bibitem{Mallat:2008:WTS:1525499}
+Stphane Mallat.
+\newblock {\em A Wavelet Tour of Signal Processing, Third Edition: The Sparse
+  Way}.
+\newblock Academic Press, 3rd edition, 2008.
+
+\bibitem{mancuso2001introduction}
+Massimo Mancuso and Sebastiano Battiato.
+\newblock An introduction to the digital still camera technology.
+\newblock {\em ST Journal of System Research}, 2(2), 2001.
+
+\bibitem{coil}
+S.A. Nene, S.K. Nayar, and Murase H.
+\newblock Columbia object image library (coil-100).
+\newblock Technical Report CUCS-006-96, Computer Vision Laboratory, Columbia
+  University, February 1996.
+
+\bibitem{PALHANOXAVIERDEFONTES}
+Fernanda Palhano Xavier De~Fontes, Guillermo Andrade~Barroso, Pierrick
+  Coup{\'e}, and Pierre Hellier.
+\newblock {Real time ultrasound image denoising}.
+\newblock {\em Journal of Real-Time Image Processing}, May 2010.
+
+\bibitem{4287006}
+S.~Perreault and P.~Hebert.
+\newblock Median filtering in constant time.
+\newblock {\em Image Processing, IEEE Transactions on}, 16(9):2389 --2394,
+  sept. 2007.
+
+\bibitem{1521458}
+T.Q. Pham and L.J. van Vliet.
+\newblock Separable bilateral filtering for fast video preprocessing.
+\newblock In {\em Multimedia and Expo, 2005. ICME 2005. IEEE International
+  Conference on}, pages 4 pp.--, 2005.
+
+\bibitem{4587843}
+F.~Porikli.
+\newblock Constant time o(1) bilateral filtering.
+\newblock In {\em Computer Vision and Pattern Recognition, 2008. CVPR 2008.
+  IEEE Conference on}, pages 1--8, 2008.
+
+\bibitem{6288187}
+R.M. Sanchez and P.A. Rodriguez.
+\newblock Bidimensional median filter for parallel computing architectures.
+\newblock In {\em Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE
+  International Conference on}, pages 1549 --1552, march 2012.
+
+\bibitem{convolutionsoup}
+J.~Stam.
+\newblock Convolution soup.
+\newblock In {\em GPU Technology Conference}, Aug. 2010.
+
+\bibitem{strang1999discrete}
+Gilbert Strang.
+\newblock The discrete cosine transform.
+\newblock {\em SIAM review}, 41(1):135--147, 1999.
+
+\bibitem{theuwissen2001ccd}
+Albert~JP Theuwissen.
+\newblock Ccd or cmos image sensors for consumer digital still photography?
+\newblock In {\em VLSI Technology, Systems, and Applications, 2001. Proceedings
+  of Technical Papers. 2001 International Symposium on}, pages 168--171. IEEE,
+  2001.
+
+\bibitem{710815}
+C.~Tomasi and R.~Manduchi.
+\newblock Bilateral filtering for gray and color images.
+\newblock In {\em Computer Vision, 1998. Sixth International Conference on},
+  pages 839--846, 1998.
+
+\bibitem{tukey77}
+John~Wilder Tukey.
+\newblock {\em Exploratory Data Analysis}.
+\newblock Addison-Wesley, 1977.
+
+\bibitem{Wang04imagequality}
+Zhou Wang, Alan~Conrad Bovik, Hamid~Rahim Sheikh, Student Member, Eero~P.
+  Simoncelli, and Senior Member.
+\newblock Image quality assessment: From error visibility to structural
+  similarity.
+\newblock {\em IEEE Transactions on Image Processing}, 13:600--612, 2004.
+
+\bibitem{5206542}
+Qingxiong Yang, Kar-Han Tan, and N.~Ahuja.
+\newblock Real-time o(1) bilateral filtering.
+\newblock In {\em Computer Vision and Pattern Recognition, 2009. CVPR 2009.
+  IEEE Conference on}, pages 557--564, 2009.
+
+\bibitem{zheng2011performance}
+Z.~Zheng, W.~Xu, and K.~Mueller.
+\newblock Performance tuning for cuda-accelerated neighborhood denoising
+  filters.
+\newblock {\em Workshop on High Performance Image Reconstruction (HPIR)}, pages
+  52--55, 2011.
+
+\end{thebibliography}
diff --git a/THESE/these.blg b/THESE/these.blg
new file mode 100644 (file)
index 0000000..de3bd2e
--- /dev/null
@@ -0,0 +1,74 @@
+This is BibTeX, Version 0.99c (TeX Live 2009/Debian)
+The top-level auxiliary file: these.aux
+The style file: plain.bst
+Database file #1: biblio.bib
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+Warning--I didn't find a database entry for "meanshift_1995"
+Warning--I didn't find a database entry for "Computer-Graphics-by-Foley-van-Dam-Feiner-and-Hughes-published-by-Addison-Wesley-1990"
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+Warning--I didn't find a database entry for "2002"
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+Warning--I didn't find a database entry for "level-sets-osher-sethian-1988"
+Warning--I didn't find a database entry for "narrow-band-level-set"
+Warning--I didn't find a database entry for "fast_marching_sethian"
+Warning--I didn't find a database entry for "cohenSMIE93"
+Warning--I didn't find a database entry for "ronfard"
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+Warning--I didn't find a database entry for "amfm-2010"
+Warning--I didn't find a database entry for "watershed"
+Warning--to sort, need author or key in kodakccd
+Warning--empty author in kodakccd
+Warning--empty journal in aldinucci2012parallel
+You've used 32 entries,
+            2118 wiz_defined-function locations,
+            716 strings with 9937 characters,
+and the built_in function-call counts, 11420 in all, are:
+= -- 1111
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index 2c3ed4236eb50e10e1fa18c53ffa36880e49acd1..718386fa1ee52123326bce3f830e3aaaa2591b4e 100644 (file)
@@ -3,53 +3,63 @@
 \addvspace {10\p@ }
 \contentsline {figure}{\numberline {2.1}{\ignorespaces Images 256$\times $256 en niveau de gris 8 bits utilis\IeC {\'e}es pour l'illustration des propri\IeC {\'e}t\IeC {\'e}s des filtres. a) l'image de r\IeC {\'e}f\IeC {\'e}rence non bruit\IeC {\'e}e. b) l'image corrompue par un bruit gaussien d'\IeC {\'e}cart type $\sigma =25$. c) l'image corrompue par un bruit impulsionnel \IeC {\`a} 25\%.}}{14}{figure.2.1}
 \contentsline {subfigure}{\numberline {(a)}{\ignorespaces {Sans bruit}}}{14}{figure.2.1}
 \addvspace {10\p@ }
 \contentsline {figure}{\numberline {2.1}{\ignorespaces Images 256$\times $256 en niveau de gris 8 bits utilis\IeC {\'e}es pour l'illustration des propri\IeC {\'e}t\IeC {\'e}s des filtres. a) l'image de r\IeC {\'e}f\IeC {\'e}rence non bruit\IeC {\'e}e. b) l'image corrompue par un bruit gaussien d'\IeC {\'e}cart type $\sigma =25$. c) l'image corrompue par un bruit impulsionnel \IeC {\`a} 25\%.}}{14}{figure.2.1}
 \contentsline {subfigure}{\numberline {(a)}{\ignorespaces {Sans bruit}}}{14}{figure.2.1}
-\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {Bruit gaussien $\sigma =25$}}}{14}{figure.2.1}
-\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {Bruit impulsionnel 25\%}}}{14}{figure.2.1}
-\contentsline {figure}{\numberline {2.2}{\ignorespaces .}}{15}{figure.2.2}
-\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {Moyenneur 3$\times $3}}}{15}{figure.2.2}
-\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {Moyenneur 5$\times $5}}}{15}{figure.2.2}
-\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {D\IeC {\'e}rivateur horizontal}}}{15}{figure.2.2}
-\contentsline {figure}{\numberline {2.3}{\ignorespaces R\IeC {\'e}duction du bruit impulsionnel par filtre m\IeC {\'e}dian.}}{15}{figure.2.3}
-\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {M\IeC {\'e}dian 3$\times $3 une passe}}}{15}{figure.2.3}
-\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {M\IeC {\'e}dian 3$\times $3 deux passes}}}{15}{figure.2.3}
-\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {M\IeC {\'e}dian 5$\times $5 une passe}}}{15}{figure.2.3}
-\contentsline {figure}{\numberline {2.4}{\ignorespaces R\IeC {\'e}duction de bruit gaussien par filtrage bilat\IeC {\'e}ral gaussien de voisinage 5$\times $5. $\sigma _S$ et $\sigma _I$ sont les \IeC {\'e}carts type des fonctions de pond\IeC {\'e}ration spatiale et d'intensit\IeC {\'e}.}}{17}{figure.2.4}
-\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {$\sigma _S=1.0$ et $\sigma _I=0.1$}}}{17}{figure.2.4}
-\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {$\sigma _S=1.0$ et $\sigma _I=0.5$}}}{17}{figure.2.4}
-\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {$\sigma _S=1.0$ et $\sigma _I=1.0$}}}{17}{figure.2.4}
-\contentsline {subfigure}{\numberline {(d)}{\ignorespaces {$\sigma _S=2.0$ et $\sigma _I=0.1$}}}{17}{figure.2.4}
-\contentsline {subfigure}{\numberline {(e)}{\ignorespaces {$\sigma _S=2.0$ et $\sigma _I=0.5$}}}{17}{figure.2.4}
-\contentsline {subfigure}{\numberline {(f)}{\ignorespaces {$\sigma _S=2.0$ et $\sigma _I=1.0$}}}{17}{figure.2.4}
-\contentsline {subfigure}{\numberline {(g)}{\ignorespaces {$\sigma _S=5.0$ et $\sigma _I=0.1$}}}{17}{figure.2.4}
-\contentsline {subfigure}{\numberline {(h)}{\ignorespaces {$\sigma _S=5.0$ et $\sigma _I=0.5$}}}{17}{figure.2.4}
-\contentsline {subfigure}{\numberline {(i)}{\ignorespaces {$\sigma _S=5.0$ et $\sigma _I=1.0$}}}{17}{figure.2.4}
-\contentsline {figure}{\numberline {2.5}{\ignorespaces Segmentation d'une image en niveaux de gris de 128 $\times $ 128 pixels par analyse simple d'histogramme. Colonne de gauche : image d'entr\IeC {\'e}e. Colonne centrale : histogramme des niveaux de gris. Colonne de droite : r\IeC {\'e}sultat de la segmentation.}}{21}{figure.2.5}
-\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {Image initiale comportant deux zones : le fond et le cochon (la cible)}}}{21}{figure.2.5}
-\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {Histogramme des niveaux de gris}}}{21}{figure.2.5}
-\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {Image binaire repr\IeC {\'e}sentant la segmentation. Seuil estim\IeC {\'e} \IeC {\`a} 101 apr\IeC {\`e}s 4 it\IeC {\'e}rations.}}}{21}{figure.2.5}
-\contentsline {subfigure}{\numberline {(d)}{\ignorespaces {Image initiale bruit\IeC {\'e}e}}}{21}{figure.2.5}
-\contentsline {subfigure}{\numberline {(e)}{\ignorespaces {Histogramme des niveaux de gris}}}{21}{figure.2.5}
-\contentsline {subfigure}{\numberline {(f)}{\ignorespaces {Image binaire repr\IeC {\'e}sentant la segmentation. Seuil estim\IeC {\'e} \IeC {\`a} 99 apr\IeC {\`e}s 5 it\IeC {\'e}rations.}}}{21}{figure.2.5}
-\contentsline {figure}{\numberline {2.6}{\ignorespaces Segmentation d'une image en niveaux de gris de 128 $\times $ 128 pixels par simplification de graphe de type \textit {Normalized cut} pour un nombre $s$ de segments variant de 2 \IeC {\`a} 5.}}{23}{figure.2.6}
-\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {$s = 2$}}}{23}{figure.2.6}
-\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {$s = 3$}}}{23}{figure.2.6}
-\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {$s = 4$}}}{23}{figure.2.6}
-\contentsline {subfigure}{\numberline {(d)}{\ignorespaces {$s = 5$}}}{23}{figure.2.6}
-\contentsline {figure}{\numberline {2.7}{\ignorespaces Segmentation d'une image en niveaux de gris de 128 $\times $ 128 pixels par algorithme \textit {k-means} pour un nombre $s$ de segments variant de 2 \IeC {\`a} 5. Chaque couleur est associ\IeC {\'e}e \IeC {\`a} un segment. Les couleurs sont choisies pour une meilleure visualisation des diff\IeC {\'e}rents segments.}}{24}{figure.2.7}
-\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {$s = 2$}}}{24}{figure.2.7}
-\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {$s = 3$}}}{24}{figure.2.7}
-\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {$s = 4$}}}{24}{figure.2.7}
-\contentsline {subfigure}{\numberline {(d)}{\ignorespaces {$s = 5$}}}{24}{figure.2.7}
-\contentsline {figure}{\numberline {2.8}{\ignorespaces Segmentation d'une image en niveaux de gris de 128 $\times $ 128 pixels par algorithme \textit {mean-shift} pour un rayon de voisinage $r$ de 100, 50, 35 et 25 pixels permettant d'obtenir un nombre $s$ de segments variant respectivement de 2 \IeC {\`a} 5. Le volume minimal admis pour un segment est fix\IeC {\'e} \IeC {\`a} 100 pixels. Chaque couleur est associ\IeC {\'e}e \IeC {\`a} un segment. Les couleurs sont choisies pour une meilleure visualisation des diff\IeC {\'e}rents segments.}}{24}{figure.2.8}
-\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {$r=100 \Rightarrow s = 2$}}}{24}{figure.2.8}
-\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {$r=50 \Rightarrow s = 3$}}}{24}{figure.2.8}
-\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {$r=35 \Rightarrow s = 4$}}}{24}{figure.2.8}
-\contentsline {subfigure}{\numberline {(d)}{\ignorespaces {$r=25 \Rightarrow s = 5$}}}{24}{figure.2.8}
-\contentsline {figure}{\numberline {2.9}{\ignorespaces Segmentation d'une image en niveaux de gris de 128 $\times $ 128 pixels par algorithme dit du \textit {snake}, dans sa version originale. Les param\IeC {\`e}tres d'\IeC {\'e}lasticti\IeC {\'e}, de raideur et d'attraction ont \IeC {\'e}t\IeC {\'e} fix\IeC {\'e}s respectivement aux valeurs 5, 0.1 et 5. }}{26}{figure.2.9}
-\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {Les \IeC {\'e}tats initial et suivant chacune des trois premi\IeC {\`e}res it\IeC {\'e}rations}}}{26}{figure.2.9}
-\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {L'\IeC {\'e}tat du contour apr\IeC {\`e}s la septi\IeC {\`e}me it\IeC {\'e}ration}}}{26}{figure.2.9}
-\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {L'\IeC {\'e}tat du contour apr\IeC {\`e}s la dixi\IeC {\`e}me it\IeC {\'e}ration}}}{26}{figure.2.9}
-\contentsline {subfigure}{\numberline {(d)}{\ignorespaces {L'\IeC {\'e}tat du contour apr\IeC {\`e}s la centi\IeC {\`e}me it\IeC {\'e}ration. C'est le contour final.}}}{26}{figure.2.9}
+\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {Bruit gaussien $\sigma =25$, PSNR=22.3~dB MSSIM=0.16}}}{14}{figure.2.1}
+\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {Bruit impulsionnel 25\%, PSNR=9.48~dB MSSIM=0.04}}}{14}{figure.2.1}
+\contentsline {figure}{\numberline {2.2}{\ignorespaces Filtrage par convolution.}}{15}{figure.2.2}
+\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {Moyenneur 3$\times $3, PSNR=27.6dB MSSIM=0.34}}}{15}{figure.2.2}
+\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {Moyenneur 5$\times $5, PSNR=27.7dB MSSIM=0.38}}}{15}{figure.2.2}
+\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {Filtre gaussien 3$\times $3, PSNR=27.4dB MSSIM=0.33}}}{15}{figure.2.2}
+\contentsline {figure}{\numberline {2.3}{\ignorespaces R\IeC {\'e}duction du bruit impulsionnel par filtre m\IeC {\'e}dian.}}{16}{figure.2.3}
+\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {M\IeC {\'e}dian 3$\times $3 une passe, PSNR=26.4~dB MSSIM=0.90}}}{16}{figure.2.3}
+\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {M\IeC {\'e}dian 3$\times $3 deux passes, PSNR=34.4~dB MSSIM=0.98}}}{16}{figure.2.3}
+\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {M\IeC {\'e}dian 5$\times $5 une passe, PSNR=35.1~dB MSSIM=0.98}}}{16}{figure.2.3}
+\contentsline {figure}{\numberline {2.4}{\ignorespaces R\IeC {\'e}duction de bruit gaussien par filtrage bilat\IeC {\'e}ral de voisinage 5$\times $5. $\sigma _S$ et $\sigma _I$ sont les \IeC {\'e}carts type des fonctions gaussiennes de pond\IeC {\'e}ration spatiale et d'intensit\IeC {\'e}.}}{17}{figure.2.4}
+\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {$\sigma _S=1.0$ et $\sigma _I=0.1$, PSNR=25.6~dB MSSIM=0.25}}}{17}{figure.2.4}
+\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {$\sigma _S=1.0$ et $\sigma _I=0.5$, PSNR=28.0~dB MSSIM=0.36}}}{17}{figure.2.4}
+\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {$\sigma _S=1.0$ et $\sigma _I=1.0$, PSNR=27.9~dB MSSIM=0.36}}}{17}{figure.2.4}
+\contentsline {subfigure}{\numberline {(d)}{\ignorespaces {$\sigma _S=2.0$ et $\sigma _I=0.1$, PSNR=26.7~dB MSSIM=0.29}}}{17}{figure.2.4}
+\contentsline {subfigure}{\numberline {(e)}{\ignorespaces {$\sigma _S=2.0$ et $\sigma _I=0.5$, PSNR=27.9~dB MSSIM=0.39}}}{17}{figure.2.4}
+\contentsline {subfigure}{\numberline {(f)}{\ignorespaces {$\sigma _S=2.0$ et $\sigma _I=1.0$, PSNR=27.5~dB MSSIM=0.38}}}{17}{figure.2.4}
+\contentsline {subfigure}{\numberline {(g)}{\ignorespaces {$\sigma _S=5.0$ et $\sigma _I=0.1$, PSNR=26.8~dB MSSIM=0.29}}}{17}{figure.2.4}
+\contentsline {subfigure}{\numberline {(h)}{\ignorespaces {$\sigma _S=5.0$ et $\sigma _I=0.5$, PSNR=26.8~dB MSSIM=0.37}}}{17}{figure.2.4}
+\contentsline {subfigure}{\numberline {(i)}{\ignorespaces {$\sigma _S=5.0$ et $\sigma _I=1.0$, PSNR=25.9~dB MSSIM=0.36}}}{17}{figure.2.4}
+\contentsline {figure}{\numberline {2.5}{\ignorespaces Filtrage par d\IeC {\'e}composition en ondelettes et seuillage dur des coefficients inf\IeC {\'e}rieurs au seuil $T$.}}{18}{figure.2.5}
+\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {$T=20$, PSNR=26.9~dB MSSIM=0.30}}}{18}{figure.2.5}
+\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {$T=35$, PSNR=27.6~dB MSSIM=0.36}}}{18}{figure.2.5}
+\contentsline {subfigure}{\numberline {(c)}{\ignorespaces {$T=70$, PSNR=26.7~dB MSSIM=0.37}}}{18}{figure.2.5}
+\contentsline {figure}{\numberline {2.6}{\ignorespaces Filtrage par NL-means pour diff\IeC {\'e}rentes combinaisons des param\IeC {\`e}tres de similarit\IeC {\'e} $f$ et de non localit\IeC {\'e} $t$.}}{19}{figure.2.6}
+\contentsline {subfigure}{\numberline {(a)}{\ignorespaces {$f=2$ et $t=2$, PSNR=28.5~dB MSSIM=0.37}}}{19}{figure.2.6}
+\contentsline {subfigure}{\numberline {(b)}{\ignorespaces {$f=2$ et $t=5$, PSNR=28.6~dB MSSIM=0.38}}}{19}{figure.2.6}
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 Chapitre 3.
 
 ]
 Chapitre 3.
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 Chapitre 4.
 
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 Chapitre 5.
 
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 e/fonts/enc/dvips/base/8r.enc}</usr/share/texmf-texlive/fonts/type1/public/txfo
 nts/rtxmi.pfb></usr/share/texmf-texlive/fonts/type1/public/txfonts/rtxr.pfb></u
@@ -1790,9 +1844,9 @@ hare/texmf-texlive/fonts/type1/urw/helvetic/uhvr8a.pfb></usr/share/texmf-texliv
 e/fonts/type1/urw/helvetic/uhvro8a.pfb></usr/share/texmf-texlive/fonts/type1/ur
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 w/times/utmr8a.pfb></usr/share/texmf-texlive/fonts/type1/urw/times/utmri8a.pfb>
 
-Output written on these.pdf (40 pages, 4371225 bytes).
+Output written on these.pdf (44 pages, 4650934 bytes).
 PDF statistics:
 PDF statistics:
602 PDF objects out of 1000 (max. 8388607)
- 134 named destinations out of 1000 (max. 500000)
- 448 words of extra memory for PDF output out of 10000 (max. 10000000)
719 PDF objects out of 1000 (max. 8388607)
+ 180 named destinations out of 1000 (max. 500000)
+ 488 words of extra memory for PDF output out of 10000 (max. 10000000)
 
 
index 887722f72fa918b8d29e61361a1409ffba194008..b625ba5b6bbfbd1b8b08439a62e8c6637e34ed02 100644 (file)
Binary files a/THESE/these.pdf and b/THESE/these.pdf differ
index 6cb7ce9823bd9b0d8be29b1b91af4a32f7b46736..150460f2c79b53b34a597cc7c7e19fdca9761b86 100644 (file)
@@ -1,6 +1,6 @@
 \documentclass[french]{spimufcphdthesis}
 \usepackage[utf8]{inputenc}
 \documentclass[french]{spimufcphdthesis}
 \usepackage[utf8]{inputenc}
-   
+    
 \usepackage{graphicx}
 \usepackage{color, xcolor}
 \usepackage[ruled,lined,linesnumbered]{algorithm2e}
 \usepackage{graphicx}
 \usepackage{color, xcolor}
 \usepackage[ruled,lined,linesnumbered]{algorithm2e}
@@ -14,7 +14,7 @@
 %% The third mandatory parameter is the reference number given by
 %% the University Library after the PhD defense.
 \declarethesis[Sous-titre]{Titre}{17 septembre 2012}{XXX}
 %% The third mandatory parameter is the reference number given by
 %% the University Library after the PhD defense.
 \declarethesis[Sous-titre]{Titre}{17 septembre 2012}{XXX}
+  
 %%--------------------
 %% Set the author of the PhD thesis
 \addauthor[gilles.perrot@univ-fcomte.fr]{Gilles}{Perrot}
 %%--------------------
 %% Set the author of the PhD thesis
 \addauthor[gilles.perrot@univ-fcomte.fr]{Gilles}{Perrot}
 \begin{document}
  
 \tableofcontents
 \begin{document}
  
 \tableofcontents
-                                                              
-%--------------------
+                                                                 
+%-------------------- 
 % The content of the PhD thesis
 % The content of the PhD thesis
-% objectifs, cadre
-% annonce du plan
+% objectifs, cadre  
+% annonce du plan  
 \chapter{Introduction}          
 \input{Chapters/chapter1/chapter1.tex}
 \chapter{Le traitement des images bruitées}   
 \chapter{Introduction}          
 \input{Chapters/chapter1/chapter1.tex}
 \chapter{Le traitement des images bruitées}   
 % notations, formules 
 % snake polygonal
 \section{La parallèlisation du snake polygonal}
 % notations, formules 
 % snake polygonal
 \section{La parallèlisation du snake polygonal}
-% détails
+% détails  
 % résultats, images
 % --> multitarget
 % résultats, images
 % --> multitarget
-
 \chapter{Le filtrage des images sur GPU}
 \section{Algorithme de réduction de bruit par recherche des lignes de niveaux}
 % détails : bruits AWGN, MGN, speckle, images couleur
 \chapter{Le filtrage des images sur GPU}
 \section{Algorithme de réduction de bruit par recherche des lignes de niveaux}
 % détails : bruits AWGN, MGN, speckle, images couleur
-% résultats, conclusion
-\section{Filtre médian}
-% bruit SAP, origine, importance
+% résultats, conclusion 
+\section{Filtre médian}  
+% bruit SAP, origine, importance       
 % détails, résultats
 % détails, résultats
-\section{Filtres de convolution}
-% présentation, rôle
+\section{Filtres de convolution}   
+% présentation, rôle   
 % détails : convo NON SEP, convo SEP, discussion Shared mem
 % détails : convo NON SEP, convo SEP, discussion Shared mem
-% résultats, conclusion
+% résultats, conclusion  
 % intégrer logiciels dans sections
 \chapter{Conclusion générale}
 % intégrer logiciels dans sections
 \chapter{Conclusion générale}
-% et perspectives
-
+% et perspectives 
  
 %--------------------
 % Bibliography, indexes...
  
 %--------------------
 % Bibliography, indexes...
-\bibliography{biblio.bib}
+\bibliographystyle{plain}
+\bibliography{biblio}
 \listoffigures
 \listoftables
 \listoffigures
 \listoftables
+  
 \appendix
  
 \end{document}
\ No newline at end of file
 \appendix
  
 \end{document}
\ No newline at end of file
index 4753c3610d6b5db4844b53e845043265f4c2cd3e..df5542d7631ddc6a98f93685b4ce6c750c082a7c 100644 (file)
@@ -1,7 +1,7 @@
 \select@language {french}
 \contentsline {chapter}{\numberline {1}Introduction}{7}{chapter.1}
 \contentsline {chapter}{\numberline {2}Le traitement des images bruit\IeC {\'e}es}{11}{chapter.2}
 \select@language {french}
 \contentsline {chapter}{\numberline {1}Introduction}{7}{chapter.1}
 \contentsline {chapter}{\numberline {2}Le traitement des images bruit\IeC {\'e}es}{11}{chapter.2}
-\contentsline {section}{\numberline {2.1}Mod\IeC {\`e}le d'image bruit\IeC {\'e}e}{12}{section.2.1}
+\contentsline {section}{\numberline {2.1}Mod\IeC {\`e}le d'image bruit\IeC {\'e}e}{11}{section.2.1}
 \contentsline {section}{\numberline {2.2}Mod\IeC {\`e}les de bruit}{12}{section.2.2}
 \contentsline {subsection}{\numberline {2.2.1}Le bruit gaussien}{12}{subsection.2.2.1}
 \contentsline {subsection}{\numberline {2.2.2}Le speckle}{12}{subsection.2.2.2}
 \contentsline {section}{\numberline {2.2}Mod\IeC {\`e}les de bruit}{12}{section.2.2}
 \contentsline {subsection}{\numberline {2.2.1}Le bruit gaussien}{12}{subsection.2.2.1}
 \contentsline {subsection}{\numberline {2.2.2}Le speckle}{12}{subsection.2.2.2}
 \contentsline {subsection}{\numberline {2.3.1}Les op\IeC {\'e}rateurs de base}{14}{subsection.2.3.1}
 \contentsline {subsubsection}{\numberline {2.3.1.1}Les algorithmes de voisinage}{14}{subsubsection.2.3.1.1}
 \contentsline {subsubsection}{\numberline {2.3.1.2}Les algorithmes par dictionnaire}{16}{subsubsection.2.3.1.2}
 \contentsline {subsection}{\numberline {2.3.1}Les op\IeC {\'e}rateurs de base}{14}{subsection.2.3.1}
 \contentsline {subsubsection}{\numberline {2.3.1.1}Les algorithmes de voisinage}{14}{subsubsection.2.3.1.1}
 \contentsline {subsubsection}{\numberline {2.3.1.2}Les algorithmes par dictionnaire}{16}{subsubsection.2.3.1.2}
-\contentsline {subsection}{\numberline {2.3.2}Les techniques avanc\IeC {\'e}es}{16}{subsection.2.3.2}
-\contentsline {section}{\numberline {2.4}Les impl\IeC {\'e}mentations GPU des algorithmes de filtrage}{18}{section.2.4}
-\contentsline {section}{\numberline {2.5}Les techniques de segmentation}{19}{section.2.5}
-\contentsline {subsection}{\numberline {2.5.1}Analyse d'histogramme}{20}{subsection.2.5.1}
-\contentsline {subsection}{\numberline {2.5.2}Analyse de graphe}{20}{subsection.2.5.2}
-\contentsline {subsection}{\numberline {2.5.3}kernel-means, mean-shift et d\IeC {\'e}riv\IeC {\'e}s}{22}{subsection.2.5.3}
-\contentsline {subsection}{\numberline {2.5.4}Les contours actifs, ou \textit {snakes}}{25}{subsection.2.5.4}
-\contentsline {subsection}{\numberline {2.5.5}M\IeC {\'e}thodes hybrides}{27}{subsection.2.5.5}
-\contentsline {section}{\numberline {2.6}L'\IeC {\'e}tat de l'art des impl\IeC {\'e}mentations GPU}{27}{section.2.6}
-\contentsline {chapter}{\numberline {3}La segmentation orient\IeC {\'e}e r\IeC {\'e}gions dans les images bruit\IeC {\'e}es}{29}{chapter.3}
-\contentsline {section}{\numberline {3.1}Pr\IeC {\'e}sentation - existant}{29}{section.3.1}
-\contentsline {section}{\numberline {3.2}La parall\IeC {\`e}lisation du snake polygonal}{29}{section.3.2}
-\contentsline {chapter}{\numberline {4}Le filtrage des images sur GPU}{31}{chapter.4}
-\contentsline {section}{\numberline {4.1}Algorithme de r\IeC {\'e}duction de bruit par recherche des lignes de niveaux}{31}{section.4.1}
-\contentsline {section}{\numberline {4.2}Filtre m\IeC {\'e}dian}{31}{section.4.2}
-\contentsline {section}{\numberline {4.3}Filtres de convolution}{31}{section.4.3}
-\contentsline {chapter}{\numberline {5}Conclusion g\IeC {\'e}n\IeC {\'e}rale}{33}{chapter.5}
+\contentsline {subsection}{\numberline {2.3.2}Les techniques avanc\IeC {\'e}es}{18}{subsection.2.3.2}
+\contentsline {section}{\numberline {2.4}Les impl\IeC {\'e}mentations GPU des algorithmes de filtrage}{19}{section.2.4}
+\contentsline {section}{\numberline {2.5}Les techniques de segmentation}{21}{section.2.5}
+\contentsline {subsection}{\numberline {2.5.1}Analyse d'histogramme}{22}{subsection.2.5.1}
+\contentsline {subsection}{\numberline {2.5.2}Analyse de graphe}{23}{subsection.2.5.2}
+\contentsline {subsection}{\numberline {2.5.3}kernel-means, mean-shift et d\IeC {\'e}riv\IeC {\'e}s}{25}{subsection.2.5.3}
+\contentsline {subsection}{\numberline {2.5.4}Les contours actifs, ou \textit {snakes}}{27}{subsection.2.5.4}
+\contentsline {subsection}{\numberline {2.5.5}M\IeC {\'e}thodes hybrides}{29}{subsection.2.5.5}
+\contentsline {section}{\numberline {2.6}L'\IeC {\'e}tat de l'art des impl\IeC {\'e}mentations GPU}{29}{section.2.6}
+\contentsline {chapter}{\numberline {3}La segmentation orient\IeC {\'e}e r\IeC {\'e}gions dans les images bruit\IeC {\'e}es}{31}{chapter.3}
+\contentsline {section}{\numberline {3.1}Pr\IeC {\'e}sentation - existant}{31}{section.3.1}
+\contentsline {section}{\numberline {3.2}La parall\IeC {\`e}lisation du snake polygonal}{31}{section.3.2}
+\contentsline {chapter}{\numberline {4}Le filtrage des images sur GPU}{33}{chapter.4}
+\contentsline {section}{\numberline {4.1}Algorithme de r\IeC {\'e}duction de bruit par recherche des lignes de niveaux}{33}{section.4.1}
+\contentsline {section}{\numberline {4.2}Filtre m\IeC {\'e}dian}{33}{section.4.2}
+\contentsline {section}{\numberline {4.3}Filtres de convolution}{33}{section.4.3}
+\contentsline {chapter}{\numberline {5}Conclusion g\IeC {\'e}n\IeC {\'e}rale}{35}{chapter.5}