]> AND Private Git Repository - these_gilles.git/blobdiff - THESE/these.log
Logo AND Algorithmique Numérique Distribuée

Private GIT Repository
final
[these_gilles.git] / THESE / these.log
index 824bf7f0a7f6e839a6a487769ec29f5ed02f981e..96fab0740abd5448ffc64904981385c6bfdae82e 100644 (file)
@@ -1,4 +1,4 @@
-This is pdfTeX, Version 3.1415926-1.40.10 (TeX Live 2009/Debian) (format=pdflatex 2012.12.6)  14 JAN 2014 17:00
+This is pdfTeX, Version 3.1415926-1.40.10 (TeX Live 2009/Debian) (format=pdflatex 2012.12.6)  7 APR 2014 13:51
 entering extended mode
  %&-line parsing enabled.
 **these.tex
@@ -1253,7 +1253,7 @@ LaTeX Info: Redefining \Ref on input line 135.
 pdfTeX warning: pdflatex (file /usr/share/texmf/tex/latex/upmethodology-extensi
 ons/phd_thesis/spimufcphdthesis/spimufcphdthesis-frontpage.pdf): PDF inclusion:
  found PDF version <1.5>, but at most version <1.4> allowed
-<spimufcphdthesis-frontpage.pdf, id=375, 597.50829pt x 845.0471pt>
+<spimufcphdthesis-frontpage.pdf, id=367, 597.50829pt x 845.0471pt>
 File: spimufcphdthesis-frontpage.pdf Graphic file (type pdf)
 
 <use spimufcphdthesis-frontpage.pdf> [1
@@ -1264,7 +1264,7 @@ File: spimufcphdthesis-frontpage.pdf Graphic file (type pdf)
 e.pdf>] [2
 
 ]
-<spimufcphdthesis-p3-head.pdf, id=423, 598.235pt x 285.065pt>
+<spimufcphdthesis-p3-head.pdf, id=415, 598.235pt x 285.065pt>
 File: spimufcphdthesis-p3-head.pdf Graphic file (type pdf)
 
 <use spimufcphdthesis-p3-head.pdf>
@@ -1302,85 +1302,76 @@ File: utxsyc.fd 2000/12/15 v3.1
 ) [3 </usr/share/texmf/tex/latex/upmethodology-extensions/phd_thesis/spimufcphd
 thesis/spimufcphdthesis-p3-head.pdf>]
 \c@lstlisting=\count169
- (./these.toc
+ [4
+
+] (./these.toc
 LaTeX Font Info:    Font shape `T1/phv/bx/n' in size <12> not available
 (Font)              Font shape `T1/phv/b/n' tried instead on input line 2.
 LaTeX Font Info:    Try loading font information for TS1+phv on input line 4.
- (/usr/share/texmf-texlive/tex/latex/psnfss/ts1phv.fd
+
+(/usr/share/texmf-texlive/tex/latex/psnfss/ts1phv.fd
 File: ts1phv.fd 2001/06/04 scalable font definitions for TS1/phv.
 )
 LaTeX Font Info:    Font shape `TS1/phv/bx/n' in size <10.95> not available
 (Font)              Font shape `TS1/phv/b/n' tried instead on input line 4.
-
-[1
-
-] [2]
-Overfull \hbox (1.29184pt too wide) detected at line 79
- [][]\T1/phv/m/n/10.95 103[]
- []
-
-
-Overfull \hbox (1.29184pt too wide) detected at line 80
- [][]\T1/phv/m/n/10.95 103[]
- []
-
-
+ [5] [6]
 Overfull \hbox (1.29184pt too wide) detected at line 81
- [][]\T1/phv/m/n/10.95 105[]
+ [][]\T1/phv/m/n/10.95 101[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 82
- [][]\T1/phv/m/n/10.95 105[]
+ [][]\T1/phv/m/n/10.95 101[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 83
- [][]\T1/phv/m/n/10.95 106[]
+ [][]\T1/phv/m/n/10.95 102[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 84
- [][]\T1/phv/m/n/10.95 110[]
+ [][]\T1/phv/m/n/10.95 106[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 85
- [][]\T1/phv/m/n/10.95 112[]
+ [][]\T1/phv/m/n/10.95 108[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 87
- [][]\T1/phv/m/n/10.95 113[]
+ [][]\T1/phv/m/n/10.95 109[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 88
- [][]\T1/phv/m/n/10.95 113[]
+ [][]\T1/phv/m/n/10.95 109[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 89
- [][]\T1/phv/m/n/10.95 115[]
+ [][]\T1/phv/m/n/10.95 111[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 90
- [][]\T1/phv/m/n/10.95 119[]
+ [][]\T1/phv/m/n/10.95 115[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 91
- [][]\T1/phv/m/n/10.95 124[]
+ [][]\T1/phv/m/n/10.95 120[]
  []
 
-[3])
+[7])
 \tf@toc=\write4
 \openout4 = `these.toc'.
 
- [4] [5
+ [8] [1
+
 
-] [6]
+] [2]
 Chapitre 1.
 (./Chapters/chapter1/chapter1.tex
 LaTeX Font Info:    Font shape `T1/phv/m/it' in size <10.95> not available
@@ -1388,41 +1379,41 @@ LaTeX Font Info:    Font shape `T1/phv/m/it' in size <10.95> not available
 
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [7
+ [3
 
 ]
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [8])
-[9] [10
+ [4])
+[5] [6
 
 ]
 Chapitre 2.
 
 LaTeX Font Warning: Font shape `TS1/phv/m/sc' undefined
 (Font)              using `TS1/phv/m/n' instead
-(Font)              for symbol `textregistered' on input line 143.
+(Font)              for symbol `textregistered' on input line 141.
 
 (./Chapters/chapter1b/chapter1b.tex
-<Chapters/chapter1b/img/gpucpu1.png, id=607, 688.82344pt x 254.45062pt>
+<Chapters/chapter1b/img/gpucpu1.png, id=601, 688.82344pt x 254.45062pt>
 File: Chapters/chapter1b/img/gpucpu1.png Graphic file (type png)
 
-<use Chapters/chapter1b/img/gpucpu1.png> [11 <./Chapters/chapter1b/img/gpucpu1.
-png (PNG copy)>]
-<Chapters/chapter1b/img/gpucpu2a.png, id=618, 465.23813pt x 346.29375pt>
+<use Chapters/chapter1b/img/gpucpu1.png> [7 <./Chapters/chapter1b/img/gpucpu1.p
+ng (PNG copy)>]
+<Chapters/chapter1b/img/gpucpu2a.png, id=612, 465.23813pt x 346.29375pt>
 File: Chapters/chapter1b/img/gpucpu2a.png Graphic file (type png)
 
 <use Chapters/chapter1b/img/gpucpu2a.png>
-<Chapters/chapter1b/img/gpucpu2b.png, id=619, 478.03593pt x 398.23781pt>
+<Chapters/chapter1b/img/gpucpu2b.png, id=613, 478.03593pt x 398.23781pt>
 File: Chapters/chapter1b/img/gpucpu2b.png Graphic file (type png)
 
-<use Chapters/chapter1b/img/gpucpu2b.png> [12 <./Chapters/chapter1b/img/gpucpu2
-a.png (PNG copy)> <./Chapters/chapter1b/img/gpucpu2b.png (PNG copy)>]
-<Chapters/chapter1b/img/fermi.png, id=629, 104.0688pt x 70.8246pt>
+<use Chapters/chapter1b/img/gpucpu2b.png> [8 <./Chapters/chapter1b/img/gpucpu2a
+.png (PNG copy)> <./Chapters/chapter1b/img/gpucpu2b.png (PNG copy)>]
+<Chapters/chapter1b/img/fermi.png, id=623, 104.0688pt x 70.8246pt>
 File: Chapters/chapter1b/img/fermi.png Graphic file (type png)
 
 <use Chapters/chapter1b/img/fermi.png>
-<Chapters/chapter1b/img/fermi-sm.png, id=630, 69.19853pt x 71.00528pt>
+<Chapters/chapter1b/img/fermi-sm.png, id=624, 69.19853pt x 71.00528pt>
 File: Chapters/chapter1b/img/fermi-sm.png Graphic file (type png)
 
 <use Chapters/chapter1b/img/fermi-sm.png>
@@ -1432,39 +1423,39 @@ LaTeX Warning: `h' float specifier changed to `ht'.
 
 LaTeX Warning: `h' float specifier changed to `ht'.
 
-<Chapters/chapter1b/img/threads.png, id=636, 380.17032pt x 441.90094pt>
+<Chapters/chapter1b/img/threads.png, id=630, 380.17032pt x 441.90094pt>
 File: Chapters/chapter1b/img/threads.png Graphic file (type png)
 
 <use Chapters/chapter1b/img/threads.png>
 
 LaTeX Warning: `h' float specifier changed to `ht'.
 
-[13] [14 <./Chapters/chapter1b/img/fermi.png (PNG copy)> <./Chapters/chapter1b/
-img/fermi-sm.png (PNG copy)>]
+[9] [10 <./Chapters/chapter1b/img/fermi.png (PNG copy)> <./Chapters/chapter1b/i
+mg/fermi-sm.png (PNG copy)>]
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [15]
-[16 <./Chapters/chapter1b/img/threads.png (PNG copy)>]) [17] [18
+ [11]
+[12 <./Chapters/chapter1b/img/threads.png (PNG copy)>]) [13] [14
 
-] [19] [20]
-(./Chapters/chapter2/chapter2.tex) [21] [22
+] [15] [16]
+(./Chapters/chapter2/chapter2.tex) [17] [18
 
 ]
 Chapitre 3.
 (./Chapters/chapter2/chapter2b.tex
 LaTeX Font Info:    Try loading font information for U+bbold on input line 2.
 
-(/usr/share/texmf-texlive/tex/latex/bbold/Ubbold.fd) [23] [24]) [25] [26
+(/usr/share/texmf-texlive/tex/latex/bbold/Ubbold.fd) [19] [20]) [21] [22
 
 ]
 Chapitre 4.
 (./Chapters/chapter2/chapter2c.tex
-</home/zulu/Documents/these_gilles/THESE/codes/ny256.png, id=735, 256.96pt x 25
+</home/zulu/Documents/these_gilles/THESE/codes/ny256.png, id=729, 256.96pt x 25
 6.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/ny256.png Graphic file (typ
 e png)
  <use /home/zulu/Documents/these_gilles/THESE/codes/ny256.png>
-</home/zulu/Documents/these_gilles/THESE/codes/ny256_gauss25.png, id=736, 256.9
+</home/zulu/Documents/these_gilles/THESE/codes/ny256_gauss25.png, id=730, 256.9
 6pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/ny256_gauss25.png Graphic f
 ile (type png)
@@ -1480,7 +1471,7 @@ Underfull \hbox (badness 1997) in paragraph at lines 15--15
  []
 
 
-</home/zulu/Documents/these_gilles/THESE/codes/ny256_sap25.png, id=737, 256.96p
+</home/zulu/Documents/these_gilles/THESE/codes/ny256_sap25.png, id=731, 256.96p
 t x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/ny256_sap25.png Graphic fil
 e (type png)
@@ -1498,9 +1489,9 @@ Underfull \hbox (badness 10000) in paragraph at lines 16--16
 
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [27]
+ [23]
 </home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_moy3.png, id
-=746, 256.96pt x 256.96pt>
+=741, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_moy3.pn
 g Graphic file (type png)
 
@@ -1512,7 +1503,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 37--37
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_moy5.png, id
-=747, 256.96pt x 256.96pt>
+=742, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_moy5.pn
 g Graphic file (type png)
 
@@ -1524,7 +1515,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 38--38
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_g3.png, id=7
-48, 256.96pt x 256.96pt>
+43, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_g3.png 
 Graphic file (type png)
 
@@ -1535,7 +1526,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 39--39
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/median/ny256_sap25_med3.png, id=
-753, 256.96pt x 256.96pt>
+748, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/median/ny256_sap25_med3.png
  Graphic file (type png)
 
@@ -1552,7 +1543,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 55--55
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/median/ny256_sap25_med3x2.png, i
-d=754, 256.96pt x 256.96pt>
+d=749, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/median/ny256_sap25_med3x2.p
 ng Graphic file (type png)
 
@@ -1569,7 +1560,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 56--56
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/median/ny256_sap25_med5.png, id=
-755, 256.96pt x 256.96pt>
+750, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/median/ny256_sap25_med5.png
  Graphic file (type png)
 
@@ -1584,12 +1575,12 @@ Underfull \hbox (badness 10000) in paragraph at lines 57--57
 \T1/phv/m/n/9 passe, PSNR=35.1 dB
  []
 
-[28 </home/zulu/Documents/these_gilles/THESE/codes/ny256.png (PNG copy)> </home
+[24 </home/zulu/Documents/these_gilles/THESE/codes/ny256.png (PNG copy)> </home
 /zulu/Documents/these_gilles/THESE/codes/ny256_gauss25.png (PNG copy)> </home/z
 ulu/Documents/these_gilles/THESE/codes/ny256_sap25.png (PNG copy)>]
 Underfull \vbox (badness 4846) has occurred while \output is active []
 
- [29 </home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_moy3.pn
+ [25 </home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss25_moy3.pn
 g (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/convo/ny256_gauss2
 5_moy5.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/convo/ny2
 56_gauss25_g3.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/me
@@ -1597,7 +1588,7 @@ dian/ny256_sap25_med3.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/
 codes/median/ny256_sap25_med3x2.png (PNG copy)> </home/zulu/Documents/these_gil
 les/THESE/codes/median/ny256_sap25_med5.png (PNG copy)>]
 </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_1_01.png,
- id=784, 256.96pt x 256.96pt>
+ id=778, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_1_01
 .png Graphic file (type png)
 
@@ -1610,7 +1601,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 72--72
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_1_05.png,
- id=785, 256.96pt x 256.96pt>
+ id=779, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_1_05
 .png Graphic file (type png)
 
@@ -1623,7 +1614,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 73--73
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_1_1.png, 
-id=786, 256.96pt x 256.96pt>
+id=780, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_1_1.
 png Graphic file (type png)
 
@@ -1636,7 +1627,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 74--74
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_01.png,
- id=787, 256.96pt x 256.96pt>
+ id=781, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_01
 .png Graphic file (type png)
 
@@ -1649,7 +1640,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 75--75
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_05.png,
- id=788, 256.96pt x 256.96pt>
+ id=782, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_05
 .png Graphic file (type png)
 
@@ -1662,7 +1653,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 76--76
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_1.png, 
-id=789, 256.96pt x 256.96pt>
+id=783, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_1.
 png Graphic file (type png)
 
@@ -1675,7 +1666,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 77--77
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_5_01.png,
- id=790, 256.96pt x 256.96pt>
+ id=784, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_5_01
 .png Graphic file (type png)
 
@@ -1688,7 +1679,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 78--78
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_5_05.png,
- id=791, 256.96pt x 256.96pt>
+ id=785, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_5_05
 .png Graphic file (type png)
 
@@ -1701,7 +1692,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 79--79
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_5_1.png, 
-id=792, 256.96pt x 256.96pt>
+id=786, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_5_1.
 png Graphic file (type png)
 
@@ -1712,7 +1703,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 80--80
 :\OT1/txr/m/n/9 0$ \T1/phv/m/n/9 et
  []
 
-[30] [31 </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_
+[26] [27 </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_gauss25_bilat_
 1_01.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny_ga
 uss25_bilat_1_05.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes
 /bilat/ny_gauss25_bilat_1_1.png (PNG copy)> </home/zulu/Documents/these_gilles/
@@ -1724,27 +1715,27 @@ hese_gilles/THESE/codes/bilat/ny_gauss25_bilat_2_05.png (PNG copy)> </home/zulu
 at_5_05.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/bilat/ny
 _gauss25_bilat_5_1.png (PNG copy)>]
 </home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt20.png, id
-=831, 256.96pt x 256.96pt>
+=825, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt20.pn
 g Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt20.png
 >
 </home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt.png, id=8
-32, 256.96pt x 256.96pt>
+26, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt.png 
 Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt.png>
 </home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt70.png, id
-=833, 256.96pt x 256.96pt>
+=827, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt70.pn
 g Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt70.png
 >
 </home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_2_2_25
-.png, id=839, 256.96pt x 256.96pt>
+.png, id=833, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_2
 _2_25.png Graphic file (type png)
 
@@ -1756,7 +1747,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 117--117
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_2_5_25
-.png, id=840, 256.96pt x 256.96pt>
+.png, id=834, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_2
 _5_25.png Graphic file (type png)
 
@@ -1768,7 +1759,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 118--118
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_5_2_25
-.png, id=841, 256.96pt x 256.96pt>
+.png, id=835, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_5
 _2_25.png Graphic file (type png)
 
@@ -1780,7 +1771,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 119--119
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_5_5_25
-.png, id=842, 256.96pt x 256.96pt>
+.png, id=836, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_5
 _5_25.png Graphic file (type png)
 
@@ -1792,15 +1783,15 @@ Underfull \hbox (badness 10000) in paragraph at lines 120--120
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/bm3D/ny256_gauss25_bm3D.png, id=
-843, 256.96pt x 256.96pt>
+837, 256.96pt x 256.96pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/bm3D/ny256_gauss25_bm3D.png
  Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/bm3D/ny256_gauss25_bm3D.png>
-[32 </home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt20.png
+[28 </home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_dwt20.png
  (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_gauss25_
 dwt.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/wave/ny256_g
-auss25_dwt70.png (PNG copy)>] [33 </home/zulu/Documents/these_gilles/THESE/code
+auss25_dwt70.png (PNG copy)>] [29 </home/zulu/Documents/these_gilles/THESE/code
 s/nlmeans/ny256_gauss25_nlm_2_2_25.png (PNG copy)> </home/zulu/Documents/these_
 gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_2_5_25.png (PNG copy)> </home/zulu
 /Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_5_2_25.png (PNG c
@@ -1808,34 +1799,34 @@ opy)> </home/zulu/Documents/these_gilles/THESE/codes/nlmeans/ny256_gauss25_nlm_
 5_5_25.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/bm3D/ny25
 6_gauss25_bm3D.png (PNG copy)>]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/compar-median1.p
-ng, id=873, 319.1925pt x 240.9pt>
+ng, id=868, 319.1925pt x 240.9pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/compar-medi
 an1.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/compar-media
 n1.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/compar-median2.p
-ng, id=875, 587.94656pt x 423.83344pt>
+ng, id=870, 587.94656pt x 423.83344pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/compar-medi
 an2.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/compar-media
-n2.png> [34] [35 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img
+n2.png> [30] [31 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img
 /compar-median1.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/Chapte
 rs/chapter2/img/compar-median2.png (PNG copy)>]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/shmem_prefetch_z
-heng2011.png, id=906, 264.23718pt x 201.75375pt>
+heng2011.png, id=900, 264.23718pt x 201.75375pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/shmem_prefe
 tch_zheng2011.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/shmem_prefet
-ch_zheng2011.png> [36 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter
-2/img/shmem_prefetch_zheng2011.png (PNG copy)>]) [37] [38
+ch_zheng2011.png> [32 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter
+2/img/shmem_prefetch_zheng2011.png (PNG copy)>]) [33] [34
 
 ]
 Chapitre 5.
-(./Chapters/chapter2/chapter2d.tex [39]
-</home/zulu/Documents/these_gilles/THESE/codes/cochon256.png, id=939, 255.95625
+(./Chapters/chapter2/chapter2d.tex [35]
+</home/zulu/Documents/these_gilles/THESE/codes/cochon256.png, id=934, 255.95625
 pt x 255.95625pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/cochon256.png Graphic file 
 (type png)
@@ -1852,34 +1843,34 @@ Underfull \hbox (badness 10000) in paragraph at lines 31--31
 
 
 </home/zulu/Documents/these_gilles/THESE/codes/seg_histogramme/histo-cochon256.
-png, id=940, 289.883pt x 242.506pt>
+png, id=935, 289.883pt x 242.506pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/seg_histogramme/histo-cocho
 n256.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/seg_histogramme/histo-cochon
 256.png>
 </home/zulu/Documents/these_gilles/THESE/codes/seg_histogramme/cochon256-seghis
-to-101-255.png, id=941, 204.765pt x 204.765pt>
+to-101-255.png, id=936, 204.765pt x 204.765pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/seg_histogramme/cochon256-s
 eghisto-101-255.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/seg_histogramme/cochon256-se
 ghisto-101-255.png>
-</home/zulu/Documents/these_gilles/THESE/codes/cochon256-sig25.png, id=942, 255
+</home/zulu/Documents/these_gilles/THESE/codes/cochon256-sig25.png, id=937, 255
 .95625pt x 255.95625pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/cochon256-sig25.png Graphic
  file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/cochon256-sig25.png>
 </home/zulu/Documents/these_gilles/THESE/codes/seg_histogramme/histo-cochon256-
-sig25.png, id=943, 287.474pt x 240.097pt>
+sig25.png, id=938, 287.474pt x 240.097pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/seg_histogramme/histo-cocho
 n256-sig25.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/seg_histogramme/histo-cochon
 256-sig25.png>
 </home/zulu/Documents/these_gilles/THESE/codes/seg_histogramme/cochon256-sig25-
-seghisto-99-255.png, id=944, 204.765pt x 204.765pt>
+seghisto-99-255.png, id=939, 204.765pt x 204.765pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/seg_histogramme/cochon256-s
 ig25-seghisto-99-255.png Graphic file (type png)
 
@@ -1893,7 +1884,7 @@ Package hyperref Info: bookmark level for unknown algocf defaults to 0 on input
  line 44.
 LaTeX Font Info:    Font shape `T1/phv/bx/n' in size <8> not available
 (Font)              Font shape `T1/phv/b/n' tried instead on input line 46.
-[40] [41 </home/zulu/Documents/these_gilles/THESE/codes/cochon256.png (PNG copy
+[36] [37 </home/zulu/Documents/these_gilles/THESE/codes/cochon256.png (PNG copy
 )> </home/zulu/Documents/these_gilles/THESE/codes/seg_histogramme/histo-cochon2
 56.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/seg_histogram
 me/cochon256-seghisto-101-255.png (PNG copy)> </home/zulu/Documents/these_gille
@@ -1902,88 +1893,88 @@ s/THESE/codes/seg_histogramme/histo-cochon256-sig25.png (PNG copy)> </home/zulu
 /Documents/these_gilles/THESE/codes/seg_histogramme/cochon256-sig25-seghisto-99
 -255.png (PNG copy)>]
 </home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_2seg.png,
- id=982, 317.988pt x 251.339pt>
+ id=976, 317.988pt x 251.339pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_2seg
 .png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_2seg.
 png>
 </home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_3seg.png,
- id=983, 317.988pt x 251.339pt>
+ id=977, 317.988pt x 251.339pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_3seg
 .png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_3seg.
 png>
 </home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_4seg.png,
- id=984, 317.988pt x 251.339pt>
+ id=978, 317.988pt x 251.339pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_4seg
 .png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_4seg.
 png>
 </home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_5seg.png,
- id=985, 317.988pt x 251.339pt>
+ id=979, 317.988pt x 251.339pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_5seg
 .png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts_5seg.
-png> [42]
+png> [38]
 </home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_2seg.png
-, id=1007, 317.988pt x 251.339pt>
+, id=1001, 317.988pt x 251.339pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_2se
 g.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_2seg
 .png>
 </home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_3seg.png
-, id=1008, 317.988pt x 251.339pt>
+, id=1002, 317.988pt x 251.339pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_3se
 g.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_3seg
 .png>
 </home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_4seg.png
-, id=1009, 317.988pt x 251.339pt>
+, id=1003, 317.988pt x 251.339pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_4se
 g.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_4seg
 .png>
 </home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_5seg.png
-, id=1010, 317.988pt x 251.339pt>
+, id=1004, 317.988pt x 251.339pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_5se
 g.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_5seg
-.png> [43 </home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts
+.png> [39 </home/zulu/Documents/these_gilles/THESE/codes/graphe/cochon128_ncuts
 _2seg.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/graphe/coc
 hon128_ncuts_3seg.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/code
 s/graphe/cochon128_ncuts_4seg.png (PNG copy)> </home/zulu/Documents/these_gille
 s/THESE/codes/graphe/cochon128_ncuts_5seg.png (PNG copy)>]
 </home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshift_r1
-00m100.png, id=1032, 318.791pt x 251.339pt>
+00m100.png, id=1026, 318.791pt x 251.339pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshi
 ft_r100m100.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshif
 t_r100m100.png>
 </home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshift_r5
-0m100.png, id=1033, 318.791pt x 251.339pt>
+0m100.png, id=1027, 318.791pt x 251.339pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshi
 ft_r50m100.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshif
 t_r50m100.png>
 </home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshift_r3
-5m100.png, id=1034, 317.988pt x 251.339pt>
+5m100.png, id=1028, 317.988pt x 251.339pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshi
 ft_r35m100.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshif
 t_r35m100.png>
 </home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshift_r2
-5m100.png, id=1035, 317.988pt x 251.339pt>
+5m100.png, id=1029, 317.988pt x 251.339pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshi
 ft_r25m100.png Graphic file (type png)
 
@@ -1991,45 +1982,45 @@ ft_r25m100.png Graphic file (type png)
 t_r25m100.png>
 Underfull \vbox (badness 2689) has occurred while \output is active []
 
- [44 </home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_2se
+ [40 </home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon128_kmeans_2se
 g.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/kmeans/cochon1
 28_kmeans_3seg.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/k
 means/cochon128_kmeans_4seg.png (PNG copy)> </home/zulu/Documents/these_gilles/
 THESE/codes/kmeans/cochon128_kmeans_5seg.png (PNG copy)>]
 Overfull \hbox (4.4864pt too wide) has occurred while \output is active
 \T1/phv/m/sl/10.95 5.3.  LES TECHNIQUES DE SEGMENTATION PAR CONTOURS ACTIFS, OU
- SNAKES \T1/phv/m/n/10.95 45
+ SNAKES \T1/phv/m/n/10.95 41
  []
 
-[45 </home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshif
+[41 </home/zulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshif
 t_r100m100.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/means
 hift/cochon128_meanshift_r50m100.png (PNG copy)> </home/zulu/Documents/these_gi
 lles/THESE/codes/meanshift/cochon128_meanshift_r35m100.png (PNG copy)> </home/z
 ulu/Documents/these_gilles/THESE/codes/meanshift/cochon128_meanshift_r25m100.pn
 g (PNG copy)>]
 </home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake_it3.
-png, id=1065, 138.116pt x 138.116pt>
+png, id=1060, 138.116pt x 138.116pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake
 _it3.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake_
 it3.png>
 </home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake_it7.
-png, id=1066, 138.116pt x 138.116pt>
+png, id=1061, 138.116pt x 138.116pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake
 _it7.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake_
 it7.png>
 </home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake_it10
-.png, id=1067, 138.116pt x 138.116pt>
+.png, id=1062, 138.116pt x 138.116pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake
 _it10.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake_
 it10.png>
 </home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake_resu
-lt.png, id=1068, 271.414pt x 271.414pt>
+lt.png, id=1063, 271.414pt x 271.414pt>
 File: /home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake
 _result.png Graphic file (type png)
 
@@ -2044,60 +2035,60 @@ Underfull \hbox (badness 10000) in paragraph at lines 170--170
 \T1/phv/m/n/9 ité-ra-tion. C'est le
  []
 
-[46 </home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake_
+[42 </home/zulu/Documents/these_gilles/THESE/codes/snake/cochon128_tradi_snake_
 it3.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/codes/snake/cochon
 128_tradi_snake_it7.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/co
 des/snake/cochon128_tradi_snake_it10.png (PNG copy)> </home/zulu/Documents/thes
 e_gilles/THESE/codes/snake/cochon128_tradi_snake_result.png (PNG copy)>]
-[47] [48]
+[43] [44]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/graphcutscuda_st
-itch.png, id=1127, 552.56438pt x 232.61906pt>
+itch.png, id=1121, 552.56438pt x 232.61906pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/graphcutscu
 da_stitch.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/graphcutscud
-a_stitch.png> [49 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/im
+a_stitch.png> [45 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/im
 g/graphcutscuda_stitch.png (PNG copy)>]
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [50]
+ [46]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift-yo-o
-rig.png, id=1161, 262.73157pt x 263.48438pt>
+rig.png, id=1155, 262.73157pt x 263.48438pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift
 -yo-orig.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift-
 yo-orig.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift-yo-s
-2t10.png, id=1162, 263.48438pt x 262.73157pt>
+2t10.png, id=1156, 263.48438pt x 262.73157pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift
 -yo-s2t10.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift-
 yo-s2t10.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift-yo-s
-10t10.png, id=1163, 261.97874pt x 262.73157pt>
+10t10.png, id=1157, 261.97874pt x 262.73157pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift
 -yo-s10t10.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift-
 yo-s10t10.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift-yo-s
-10t20.png, id=1164, 261.22594pt x 263.48438pt>
+10t20.png, id=1158, 261.22594pt x 263.48438pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift
 -yo-s10t20.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift-
 yo-s10t20.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/castle-meanshift
-.png, id=1169, 267.24844pt x 355.3275pt>
+.png, id=1163, 267.24844pt x 355.3275pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/castle-mean
 shift.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/castle-means
 hift.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/castle-meanshift
--std.png, id=1170, 265.74281pt x 355.3275pt>
+-std.png, id=1164, 265.74281pt x 355.3275pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/castle-mean
 shift-std.png Graphic file (type png)
 
@@ -2109,7 +2100,7 @@ Underfull \hbox (badness 2990) in paragraph at lines 255--255
 
 
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/castle-meanshift
--kdtree.png, id=1171, 266.49562pt x 356.0803pt>
+-kdtree.png, id=1165, 266.49562pt x 356.0803pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/castle-mean
 shift-kdtree.png Graphic file (type png)
 
@@ -2122,7 +2113,7 @@ Underfull \hbox (badness 3396) in paragraph at lines 256--256
 
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [51 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift
+ [47 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/quick-shift
 -yo-orig.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/Chapters/chap
 ter2/img/quick-shift-yo-s2t10.png (PNG copy)> </home/zulu/Documents/these_gille
 s/THESE/Chapters/chapter2/img/quick-shift-yo-s10t10.png (PNG copy)> </home/zulu
@@ -2132,14 +2123,14 @@ e-meanshift.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/Chapters/c
 hapter2/img/castle-meanshift-std.png (PNG copy)> </home/zulu/Documents/these_gi
 lles/THESE/Chapters/chapter2/img/castle-meanshift-kdtree.png (PNG copy)>]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/l7-brain7s.png, 
-id=1200, 285.31593pt x 258.9675pt>
+id=1195, 285.31593pt x 258.9675pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/l7-brain7s.
 png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/l7-brain7s.p
 ng>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/l7-reins16s.png,
- id=1201, 264.99pt x 361.35pt>
+ id=1196, 264.99pt x 361.35pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/l7-reins16s
 .png Graphic file (type png)
 
@@ -2158,27 +2149,27 @@ Underfull \hbox (badness 10000) in paragraph at lines 274--274
 
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [52]
+ [48]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/snake-epaule-ini
-t-t.png, id=1220, 360.62488pt x 358.93294pt>
+t-t.png, id=1214, 360.62488pt x 358.93294pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/snake-epaul
 e-init-t.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/snake-epaule
 -init-t.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/snake-epaule-fin
--t.png, id=1222, 358.93294pt x 358.93294pt>
+-t.png, id=1216, 358.93294pt x 358.93294pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/snake-epaul
 e-fin-t.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/snake-epaule
--fin-t.png> [53 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/
+-fin-t.png> [49 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/
 l7-brain7s.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/Chapters/ch
 apter2/img/l7-reins16s.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE
 /Chapters/chapter2/img/snake-epaule-init-t.png> </home/zulu/Documents/these_gil
 les/THESE/Chapters/chapter2/img/snake-epaule-fin-t.png>]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/gPb_examples.png
-, id=1249, 655.69969pt x 175.40532pt>
+, id=1243, 655.69969pt x 175.40532pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/gPb_example
 s.png Graphic file (type png)
 
@@ -2186,19 +2177,19 @@ s.png Graphic file (type png)
 .png>
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [54]
+ [50]
 Underfull \vbox (badness 3965) has occurred while \output is active []
 
- [55 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/gPb_example
-s.png (PNG copy)>]) [56] [57
+ [51 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter2/img/gPb_example
+s.png (PNG copy)>]) [52] [53
 
-] [58]
+] [54]
 Chapitre 6.
-(./Chapters/chapter3/chapter3.tex [59
+(./Chapters/chapter3/chapter3.tex [55
 
-] [60]
+] [56]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/codage-freeman.p
-ng, id=1309, 478.78876pt x 202.53668pt>
+ng, id=1303, 478.78876pt x 202.53668pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/codage-free
 man.png Graphic file (type png)
 
@@ -2207,7 +2198,7 @@ an.png>
 
 LaTeX Warning: `h' float specifier changed to `ht'.
 
-[61] <info.png, id=1324, 102.784pt x 102.784pt>
+[57] <info.png, id=1318, 102.784pt x 102.784pt>
 File: info.png Graphic file (type png)
  <use info.png>
 Overfull \hbox (12.79999pt too wide) in paragraph at lines 144--145
@@ -2217,7 +2208,7 @@ Overfull \hbox (12.79999pt too wide) in paragraph at lines 144--145
 
 Underfull \vbox (badness 2393) has occurred while \output is active []
 
- [62 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/codage-free
+ [58 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/codage-free
 man.png> </usr/share/texmf/tex/latex/upmethodology/info.png>]
 LaTeX Font Info:    Font shape `T1/phv/bx/n' in size <10> not available
 (Font)              Font shape `T1/phv/b/n' tried instead on input line 162.
@@ -2237,9 +2228,9 @@ Underfull \hbox (badness 10000) in paragraph at lines 165--210
 
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [63]
+ [59]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im000.png, id=13
-52, 513.92pt x 513.92pt>
+47, 513.92pt x 513.92pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im000.png G
 raphic file (type png)
 
@@ -2250,25 +2241,25 @@ Underfull \hbox (badness 10000) in paragraph at lines 233--233
 
 
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im001.png, id=13
-53, 513.92pt x 513.92pt>
+48, 513.92pt x 513.92pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im001.png G
 raphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im001.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im002.png, id=13
-54, 513.92pt x 513.92pt>
+49, 513.92pt x 513.92pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im002.png G
 raphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im002.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im003.png, id=13
-55, 513.92pt x 513.92pt>
+50, 513.92pt x 513.92pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im003.png G
 raphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im003.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im007.png, id=13
-56, 513.92pt x 513.92pt>
+51, 513.92pt x 513.92pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im007.png G
 raphic file (type png)
 
@@ -2279,7 +2270,7 @@ Underfull \hbox (badness 7869) in paragraph at lines 237--237
 
 
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im010.png, id=13
-57, 513.92pt x 513.92pt>
+52, 513.92pt x 513.92pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im010.png G
 raphic file (type png)
 
@@ -2290,7 +2281,7 @@ Underfull \hbox (badness 5519) in paragraph at lines 238--238
 
 
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im013.png, id=13
-58, 513.92pt x 513.92pt>
+53, 513.92pt x 513.92pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im013.png G
 raphic file (type png)
 
@@ -2301,7 +2292,7 @@ Underfull \hbox (badness 3701) in paragraph at lines 239--239
 
 
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im014.png, id=13
-59, 513.92pt x 513.92pt>
+54, 513.92pt x 513.92pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im014.png G
 raphic file (type png)
 
@@ -2310,16 +2301,16 @@ Underfull \hbox (badness 3701) in paragraph at lines 240--240
 []\T1/phv/m/n/9 (h) Ité-ra-tion 14 : 256
  []
 
-[64]
+[60]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-init2.p
-ng, id=1409, 513.92pt x 513.92pt>
+ng, id=1403, 513.92pt x 513.92pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-in
 it2.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-ini
 t2.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-compini
-t2.png, id=1410, 513.92pt x 513.92pt>
+t2.png, id=1404, 513.92pt x 513.92pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-co
 mpinit2.png Graphic file (type png)
 
@@ -2329,7 +2320,7 @@ File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im014.png G
 raphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im014.png>
-[65 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im000.png (P
+[61 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im000.png (P
 NG copy)> </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/im001.
 png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/
 im002.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/Chapters/chapter
@@ -2339,21 +2330,21 @@ ters/chapter3/img/im010.png (PNG copy)> </home/zulu/Documents/these_gilles/THES
 E/Chapters/chapter3/img/im013.png (PNG copy)> </home/zulu/Documents/these_gille
 s/THESE/Chapters/chapter3/img/im014.png (PNG copy)>]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-cochon4
-k-t.png, id=1430, 850.80402pt x 850.80402pt>
+k-t.png, id=1424, 850.80402pt x 850.80402pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-co
 chon4k-t.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-coc
 hon4k-t.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-cochon4
-k-128-32-t.png, id=1431, 830.98415pt x 830.98415pt>
+k-128-32-t.png, id=1425, 830.98415pt x 830.98415pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-co
 chon4k-128-32-t.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-coc
 hon4k-128-32-t.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cochon4kc-128-8-
-t.png, id=1432, 246.6816pt x 246.6816pt>
+t.png, id=1426, 246.6816pt x 246.6816pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cochon4kc-1
 28-8-t.png Graphic file (type png)
 
@@ -2368,13 +2359,13 @@ LaTeX Warning: `h' float specifier changed to `ht'.
 
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [66 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-in
+ [62 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/snakecpu-in
 it2.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/
 img/snakecpu-compinit2.png (PNG copy)> </home/zulu/Documents/these_gilles/THESE
 /Chapters/chapter3/img/snakecpu-cochon4k-t.png> </home/zulu/Documents/these_gil
 les/THESE/Chapters/chapter3/img/snakecpu-cochon4k-128-32-t.png>]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cpu_profil.png, 
-id=1454, 508.0581pt x 172.0026pt>
+id=1448, 508.0581pt x 172.0026pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cpu_profil.
 png Graphic file (type png)
 
@@ -2382,10 +2373,10 @@ png Graphic file (type png)
 ng>
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [67 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cochon4kc-1
+ [63 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cochon4kc-1
 28-8-t.png>]
 (/home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/GPUcumuls.pdf_t
-<Chapters/chapter3/img/GPUcumuls.pdf, id=1463, 684.5575pt x 269.005pt>
+<Chapters/chapter3/img/GPUcumuls.pdf, id=1457, 684.5575pt x 269.005pt>
 File: Chapters/chapter3/img/GPUcumuls.pdf Graphic file (type pdf)
 
 <use Chapters/chapter3/img/GPUcumuls.pdf>)
@@ -2394,30 +2385,30 @@ LaTeX Font Info:    Font shape `T1/phv/m/it' in size <9> not available
 
 (/home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/GPUscansomblocs.
 pdf_t
-<Chapters/chapter3/img/GPUscansomblocs.pdf, id=1464, 657.45625pt x 165.61874pt>
+<Chapters/chapter3/img/GPUscansomblocs.pdf, id=1458, 657.45625pt x 165.61874pt>
 File: Chapters/chapter3/img/GPUscansomblocs.pdf Graphic file (type pdf)
 <use Chapters/chapter3/img/GPUscansomblocs.pdf>)
 (/home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/GPUaddsoms2cumul
 s.pdf_t
-<Chapters/chapter3/img/GPUaddsoms2cumuls.pdf, id=1465, 684.5575pt x 366.36874pt
+<Chapters/chapter3/img/GPUaddsoms2cumuls.pdf, id=1459, 684.5575pt x 366.36874pt
 >
 File: Chapters/chapter3/img/GPUaddsoms2cumuls.pdf Graphic file (type pdf)
- <use Chapters/chapter3/img/GPUaddsoms2cumuls.pdf>) [68 </home/zulu/Documents/t
-hese_gilles/THESE/Chapters/chapter3/img/cpu_profil.png (PNG copy)>] [69 <./Chap
+ <use Chapters/chapter3/img/GPUaddsoms2cumuls.pdf>) [64 </home/zulu/Documents/t
+hese_gilles/THESE/Chapters/chapter3/img/cpu_profil.png (PNG copy)>] [65 <./Chap
 ters/chapter3/img/GPUcumuls.pdf> <./Chapters/chapter3/img/GPUscansomblocs.pdf> 
 <./Chapters/chapter3/img/GPUaddsoms2cumuls.pdf>]
 Underfull \vbox (badness 4120) has occurred while \output is active []
 
- [70]
+ [66]
 (/home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/contribs_segment
 s.pdf_t
-<Chapters/chapter3/img/contribs_segments.pdf, id=1498, 393.47pt x 336.25626pt>
+<Chapters/chapter3/img/contribs_segments.pdf, id=1492, 393.47pt x 336.25626pt>
 File: Chapters/chapter3/img/contribs_segments.pdf Graphic file (type pdf)
 
-<use Chapters/chapter3/img/contribs_segments.pdf>) [71 <./Chapters/chapter3/img
+<use Chapters/chapter3/img/contribs_segments.pdf>) [67 <./Chapters/chapter3/img
 /contribs_segments.pdf>]
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contribs-s
-egments-cpu1.png, id=1513, 172.2435pt x 149.8398pt>
+egments-cpu1.png, id=1507, 172.2435pt x 149.8398pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contr
 ibs-segments-cpu1.png Graphic file (type png)
 
@@ -2429,7 +2420,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 410--410
 
 
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contribs-s
-egments-cpu2.png, id=1514, 172.2435pt x 149.8398pt>
+egments-cpu2.png, id=1508, 172.2435pt x 149.8398pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contr
 ibs-segments-cpu2.png Graphic file (type png)
 
@@ -2441,7 +2432,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 411--411
 
 
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contribs-s
-egments-cpu3.png, id=1515, 161.1621pt x 149.8398pt>
+egments-cpu3.png, id=1509, 161.1621pt x 149.8398pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contr
 ibs-segments-cpu3.png Graphic file (type png)
 
@@ -2458,7 +2449,7 @@ Underfull \hbox (badness 2662) in paragraph at lines 412--412
 
 
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contribs-s
-egments-gpu1.png, id=1516, 172.2435pt x 149.8398pt>
+egments-gpu1.png, id=1510, 172.2435pt x 149.8398pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contr
 ibs-segments-gpu1.png Graphic file (type png)
 
@@ -2500,7 +2491,7 @@ Underfull \hbox (badness 2961) in paragraph at lines 413--413
 
 
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contribs-s
-egments-gpu2.png, id=1517, 172.2435pt x 149.8398pt>
+egments-gpu2.png, id=1511, 172.2435pt x 149.8398pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contr
 ibs-segments-gpu2.png Graphic file (type png)
 
@@ -2512,7 +2503,7 @@ Underfull \hbox (badness 1776) in paragraph at lines 414--414
 
 
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contribs-s
-egments-gpu3.png, id=1518, 161.1621pt x 148.8762pt>
+egments-gpu3.png, id=1512, 161.1621pt x 148.8762pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contr
 ibs-segments-gpu3.png Graphic file (type png)
 
@@ -2530,8 +2521,8 @@ Underfull \hbox (badness 4927) in paragraph at lines 415--415
 
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [72]
-[73 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contri
+ [68]
+[69 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cycle-contri
 bs-segments-cpu1.png> </home/zulu/Documents/these_gilles/THESE/Chapters/chapter
 3/img/cycle-contribs-segments-cpu2.png> </home/zulu/Documents/these_gilles/THES
 E/Chapters/chapter3/img/cycle-contribs-segments-cpu3.png> </home/zulu/Documents
@@ -2561,26 +2552,26 @@ Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
 
 
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/coeffs-pixels2.p
-ng, id=1544, 237.2865pt x 130.8087pt>
+ng, id=1538, 237.2865pt x 130.8087pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/coeffs-pixe
 ls2.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/coeffs-pixel
 s2.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/coeffs-pixels1.p
-ng, id=1545, 237.2865pt x 130.8087pt>
+ng, id=1539, 237.2865pt x 130.8087pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/coeffs-pixe
 ls1.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/coeffs-pixel
 s1.png>
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/coeffs-pixels3.p
-ng, id=1546, 340.8735pt x 38.7849pt>
+ng, id=1540, 340.8735pt x 38.7849pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/coeffs-pixe
 ls3.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/coeffs-pixel
-s3.png> [74 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/coef
+s3.png> [70 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/coef
 fs-pixels2.png> </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/
 coeffs-pixels1.png> </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/
 img/coeffs-pixels3.png>]
@@ -2589,15 +2580,15 @@ LaTeX Warning: `h' float specifier changed to `ht'.
 
 
 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cochon_it5_point
-s.png, id=1563, 192.72pt x 132.495pt>
+s.png, id=1557, 192.72pt x 132.495pt>
 File: /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cochon_it5_
 points.png Graphic file (type png)
 
 <use /home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/cochon_it5_p
-oints.png> [75] [76 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/
+oints.png> [71] [72 </home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/
 img/cochon_it5_points.png>]
 (/home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/smart_init1.pdf_
-t <Chapters/chapter3/img/smart_init1.pdf, id=1586, 542.025pt x 516.93124pt>
+t <Chapters/chapter3/img/smart_init1.pdf, id=1580, 542.025pt x 516.93124pt>
 File: Chapters/chapter3/img/smart_init1.pdf Graphic file (type pdf)
 
 <use Chapters/chapter3/img/smart_init1.pdf>
@@ -2613,23 +2604,23 @@ LaTeX Font Warning: Font shape `U/bbold/m/n' in size <13.99994> not available
 
 )
 (/home/zulu/Documents/these_gilles/THESE/Chapters/chapter3/img/smart_init2.pdf_
-t <Chapters/chapter3/img/smart_init2.pdf, id=1587, 545.03625pt x 516.93124pt>
+t <Chapters/chapter3/img/smart_init2.pdf, id=1581, 545.03625pt x 516.93124pt>
 File: Chapters/chapter3/img/smart_init2.pdf Graphic file (type pdf)
 
-<use Chapters/chapter3/img/smart_init2.pdf>) [77 <./Chapters/chapter3/img/smart
-_init1.pdf> <./Chapters/chapter3/img/smart_init2.pdf>]) [78]
+<use Chapters/chapter3/img/smart_init2.pdf>) [73 <./Chapters/chapter3/img/smart
+_init1.pdf> <./Chapters/chapter3/img/smart_init2.pdf>]) [74]
 Chapitre 7.
 (./Chapters/chapter4/chapter4.tex
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [79
+ [75
 
 ]
-<Chapters/chapter4/img/P5Q1.jpg, id=1619, 227.6505pt x 149.77957pt>
+<Chapters/chapter4/img/P5Q1.jpg, id=1613, 227.6505pt x 149.77957pt>
 File: Chapters/chapter4/img/P5Q1.jpg Graphic file (type jpg)
 
 <use Chapters/chapter4/img/P5Q1.jpg>
-<Chapters/chapter4/img/illustration_mv.jpg, id=1621, 41.61215pt x 18.70769pt>
+<Chapters/chapter4/img/illustration_mv.jpg, id=1615, 41.61215pt x 18.70769pt>
 File: Chapters/chapter4/img/illustration_mv.jpg Graphic file (type jpg)
 
 <use Chapters/chapter4/img/illustration_mv.jpg>
@@ -2638,29 +2629,29 @@ LaTeX Warning: `h' float specifier changed to `ht'.
 
 
 Overfull \hbox (3.43451pt too wide) has occurred while \output is active
-\T1/phv/m/n/10.95 80 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
+\T1/phv/m/n/10.95 76 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
 HERCHE DES LIGNES DE NIVEAUX
  []
 
-[80 <./Chapters/chapter4/img/P5Q1.jpg>] [81 <./Chapters/chapter4/img/illustrati
+[76 <./Chapters/chapter4/img/P5Q1.jpg>] [77 <./Chapters/chapter4/img/illustrati
 on_mv.jpg>]
-<Chapters/chapter4/img/exemple_extension_1.jpg, id=1644, 41.2565pt x 26.03427pt
+<Chapters/chapter4/img/exemple_extension_1.jpg, id=1639, 41.2565pt x 26.03427pt
 >
 File: Chapters/chapter4/img/exemple_extension_1.jpg Graphic file (type jpg)
  <use Chapters/chapter4/img/exemple_extension_1.jpg>
 Overfull \hbox (3.43451pt too wide) has occurred while \output is active
-\T1/phv/m/n/10.95 82 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
+\T1/phv/m/n/10.95 78 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
 HERCHE DES LIGNES DE NIVEAUX
  []
 
-[82 <./Chapters/chapter4/img/exemple_extension_1.jpg>]
+[78 <./Chapters/chapter4/img/exemple_extension_1.jpg>]
 Overfull \hbox (19.69516pt too wide) has occurred while \output is active
 \T1/phv/m/sl/10.95 7.3.  MODÉLISATION DES ISOLINES POUR L'IMPLÉMENTATION PARALL
-ÈLE SUR GPU \T1/phv/m/n/10.95 83
+ÈLE SUR GPU \T1/phv/m/n/10.95 79
  []
 
-[83]
-<Chapters/chapter4/img/PI-LD_detail_3.jpg, id=1670, 98.2872pt x 57.27397pt>
+[79]
+<Chapters/chapter4/img/PI-LD_detail_3.jpg, id=1664, 98.2872pt x 57.27397pt>
 File: Chapters/chapter4/img/PI-LD_detail_3.jpg Graphic file (type jpg)
 
 <use Chapters/chapter4/img/PI-LD_detail_3.jpg>
@@ -2669,7 +2660,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 162--162
  []
 
 
-<Chapters/chapter4/img/PI-LD_detail_sub1.jpg, id=1671, 96.66112pt x 58.35803pt>
+<Chapters/chapter4/img/PI-LD_detail_sub1.jpg, id=1665, 96.66112pt x 58.35803pt>
 File: Chapters/chapter4/img/PI-LD_detail_sub1.jpg Graphic file (type jpg)
 <use Chapters/chapter4/img/PI-LD_detail_sub1.jpg>
 Underfull \hbox (badness 10000) in paragraph at lines 163--163
@@ -2677,7 +2668,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 163--163
  []
 
 
-<Chapters/chapter4/img/PI-LD_detail_sub2.jpg, id=1672, 96.66112pt x 57.27397pt>
+<Chapters/chapter4/img/PI-LD_detail_sub2.jpg, id=1666, 96.66112pt x 57.27397pt>
 File: Chapters/chapter4/img/PI-LD_detail_sub2.jpg Graphic file (type jpg)
 <use Chapters/chapter4/img/PI-LD_detail_sub2.jpg>
 Underfull \hbox (badness 4543) in paragraph at lines 164--164
@@ -2685,14 +2676,14 @@ Underfull \hbox (badness 4543) in paragraph at lines 164--164
  []
 
 
-<Chapters/chapter4/img/PI-LD_detail_sub3.jpg, id=1673, 96.66112pt x 56.00925pt>
+<Chapters/chapter4/img/PI-LD_detail_sub3.jpg, id=1667, 96.66112pt x 56.00925pt>
 File: Chapters/chapter4/img/PI-LD_detail_sub3.jpg Graphic file (type jpg)
 <use Chapters/chapter4/img/PI-LD_detail_sub3.jpg>
 Underfull \hbox (badness 7777) in paragraph at lines 165--165
 []\T1/phv/m/n/9 (d) Troi-sième seg-ment
  []
 
-<Chapters/chapter4/img/PI-LD_detail_sub4.jpg, id=1674, 96.66112pt x 57.816pt>
+<Chapters/chapter4/img/PI-LD_detail_sub4.jpg, id=1668, 96.66112pt x 57.816pt>
 File: Chapters/chapter4/img/PI-LD_detail_sub4.jpg Graphic file (type jpg)
 
 <use Chapters/chapter4/img/PI-LD_detail_sub4.jpg>
@@ -2701,7 +2692,7 @@ Underfull \hbox (badness 1803) in paragraph at lines 166--166
  []
 
 
-<Chapters/chapter4/img/PI-LD_detail_sub5.jpg, id=1675, 96.66112pt x 58.35803pt>
+<Chapters/chapter4/img/PI-LD_detail_sub5.jpg, id=1669, 96.66112pt x 58.35803pt>
 File: Chapters/chapter4/img/PI-LD_detail_sub5.jpg Graphic file (type jpg)
 <use Chapters/chapter4/img/PI-LD_detail_sub5.jpg>
 Underfull \hbox (badness 3746) in paragraph at lines 167--167
@@ -2710,67 +2701,67 @@ Underfull \hbox (badness 3746) in paragraph at lines 167--167
 
 
 Overfull \hbox (3.43451pt too wide) has occurred while \output is active
-\T1/phv/m/n/10.95 84 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
+\T1/phv/m/n/10.95 80 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
 HERCHE DES LIGNES DE NIVEAUX
  []
 
-[84 <./Chapters/chapter4/img/PI-LD_detail_3.jpg> <./Chapters/chapter4/img/PI-LD
+[80 <./Chapters/chapter4/img/PI-LD_detail_3.jpg> <./Chapters/chapter4/img/PI-LD
 _detail_sub1.jpg> <./Chapters/chapter4/img/PI-LD_detail_sub2.jpg> <./Chapters/c
 hapter4/img/PI-LD_detail_sub3.jpg> <./Chapters/chapter4/img/PI-LD_detail_sub4.j
 pg> <./Chapters/chapter4/img/PI-LD_detail_sub5.jpg>]
-<Chapters/chapter4/img/lansel/airplane.png, id=1690, 513.92pt x 513.92pt>
+<Chapters/chapter4/img/lansel/airplane.png, id=1684, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/lansel/airplane.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/airplane.png>
-<Chapters/chapter4/img/lansel/boat.png, id=1691, 30.8352pt x 30.8352pt>
+<Chapters/chapter4/img/lansel/boat.png, id=1685, 30.8352pt x 30.8352pt>
 File: Chapters/chapter4/img/lansel/boat.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/boat.png>
-<Chapters/chapter4/img/lansel/barbara.png, id=1692, 513.92pt x 513.92pt>
+<Chapters/chapter4/img/lansel/barbara.png, id=1686, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/lansel/barbara.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/barbara.png>
-<Chapters/chapter4/img/lansel/couple.png, id=1693, 513.92pt x 513.92pt>
+<Chapters/chapter4/img/lansel/couple.png, id=1687, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/lansel/couple.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/couple.png>
-<Chapters/chapter4/img/lansel/elaine.png, id=1694, 513.92pt x 513.92pt>
+<Chapters/chapter4/img/lansel/elaine.png, id=1688, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/lansel/elaine.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/elaine.png>
-<Chapters/chapter4/img/lansel/fingerprint.png, id=1695, 513.92pt x 513.92pt>
+<Chapters/chapter4/img/lansel/fingerprint.png, id=1689, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/lansel/fingerprint.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/fingerprint.png>
-<Chapters/chapter4/img/lansel/goldhill.png, id=1696, 513.92pt x 513.92pt>
+<Chapters/chapter4/img/lansel/goldhill.png, id=1690, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/lansel/goldhill.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/goldhill.png>
-<Chapters/chapter4/img/lansel/lena.png, id=1697, 513.92pt x 513.92pt>
+<Chapters/chapter4/img/lansel/lena.png, id=1691, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/lansel/lena.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/lena.png>
-<Chapters/chapter4/img/lansel/man.png, id=1698, 513.92pt x 513.92pt>
+<Chapters/chapter4/img/lansel/man.png, id=1692, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/lansel/man.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/man.png>
-<Chapters/chapter4/img/lansel/mandrill.png, id=1699, 513.92pt x 513.92pt>
+<Chapters/chapter4/img/lansel/mandrill.png, id=1693, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/lansel/mandrill.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/mandrill.png>
-<Chapters/chapter4/img/lansel/peppers.png, id=1700, 513.92pt x 513.92pt>
+<Chapters/chapter4/img/lansel/peppers.png, id=1694, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/lansel/peppers.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/peppers.png>
-<Chapters/chapter4/img/lansel/stream.png, id=1701, 513.92pt x 513.92pt>
+<Chapters/chapter4/img/lansel/stream.png, id=1695, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/lansel/stream.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/stream.png>
-<Chapters/chapter4/img/lansel/zelda.png, id=1702, 513.92pt x 513.92pt>
+<Chapters/chapter4/img/lansel/zelda.png, id=1696, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/lansel/zelda.png Graphic file (type png)
 
 <use Chapters/chapter4/img/lansel/zelda.png>
-<Chapters/chapter4/img/histodir.png, id=1705, 1027.84pt x 1545.775pt>
+<Chapters/chapter4/img/histodir.png, id=1699, 1027.84pt x 1545.775pt>
 File: Chapters/chapter4/img/histodir.png Graphic file (type png)
 
 <use Chapters/chapter4/img/histodir.png>
@@ -2778,53 +2769,53 @@ File: Chapters/chapter4/img/histodir.png Graphic file (type png)
 LaTeX Warning: `h' float specifier changed to `ht'.
 
 
-<Chapters/chapter4/img/hist_seg1_airplane_25_l3.png, id=1706, 1204.5pt x 903.37
+<Chapters/chapter4/img/hist_seg1_airplane_25_l3.png, id=1700, 1204.5pt x 903.37
 5pt>
 File: Chapters/chapter4/img/hist_seg1_airplane_25_l3.png Graphic file (type png
 )
  <use Chapters/chapter4/img/hist_seg1_airplane_25_l3.png>
-<Chapters/chapter4/img/hist_seg1_barbara_25_l3.png, id=1707, 1204.5pt x 903.375
+<Chapters/chapter4/img/hist_seg1_barbara_25_l3.png, id=1701, 1204.5pt x 903.375
 pt>
 File: Chapters/chapter4/img/hist_seg1_barbara_25_l3.png Graphic file (type png)
 
  <use Chapters/chapter4/img/hist_seg1_barbara_25_l3.png>
-<Chapters/chapter4/img/hist_seg1_boat_25_l3.png, id=1708, 1204.5pt x 903.375pt>
+<Chapters/chapter4/img/hist_seg1_boat_25_l3.png, id=1702, 1204.5pt x 903.375pt>
 File: Chapters/chapter4/img/hist_seg1_boat_25_l3.png Graphic file (type png)
 <use Chapters/chapter4/img/hist_seg1_boat_25_l3.png>
-<Chapters/chapter4/img/hist_seg1_couple_25_l3.png, id=1709, 1204.5pt x 903.375p
+<Chapters/chapter4/img/hist_seg1_couple_25_l3.png, id=1703, 1204.5pt x 903.375p
 t>
 File: Chapters/chapter4/img/hist_seg1_couple_25_l3.png Graphic file (type png)
  <use Chapters/chapter4/img/hist_seg1_couple_25_l3.png>
-<Chapters/chapter4/img/hist_seg1_elaine_25_l3.png, id=1710, 1204.5pt x 903.375p
+<Chapters/chapter4/img/hist_seg1_elaine_25_l3.png, id=1704, 1204.5pt x 903.375p
 t>
 File: Chapters/chapter4/img/hist_seg1_elaine_25_l3.png Graphic file (type png)
  <use Chapters/chapter4/img/hist_seg1_elaine_25_l3.png>
-<Chapters/chapter4/img/hist_seg1_finger_25_l3.png, id=1711, 1204.5pt x 903.375p
+<Chapters/chapter4/img/hist_seg1_finger_25_l3.png, id=1705, 1204.5pt x 903.375p
 t>
 File: Chapters/chapter4/img/hist_seg1_finger_25_l3.png Graphic file (type png)
  <use Chapters/chapter4/img/hist_seg1_finger_25_l3.png>
-<Chapters/chapter4/img/hist_seg1_goldhill_25_l3.png, id=1712, 1204.5pt x 903.37
+<Chapters/chapter4/img/hist_seg1_goldhill_25_l3.png, id=1706, 1204.5pt x 903.37
 5pt>
 File: Chapters/chapter4/img/hist_seg1_goldhill_25_l3.png Graphic file (type png
 )
  <use Chapters/chapter4/img/hist_seg1_goldhill_25_l3.png>
-<Chapters/chapter4/img/hist_seg1_lena_25_l3.png, id=1713, 1204.5pt x 903.375pt>
+<Chapters/chapter4/img/hist_seg1_lena_25_l3.png, id=1707, 1204.5pt x 903.375pt>
 File: Chapters/chapter4/img/hist_seg1_lena_25_l3.png Graphic file (type png)
 <use Chapters/chapter4/img/hist_seg1_lena_25_l3.png>
-<Chapters/chapter4/img/hist_seg1_man_25_l3.png, id=1714, 1204.5pt x 903.375pt>
+<Chapters/chapter4/img/hist_seg1_man_25_l3.png, id=1708, 1204.5pt x 903.375pt>
 File: Chapters/chapter4/img/hist_seg1_man_25_l3.png Graphic file (type png)
 
 <use Chapters/chapter4/img/hist_seg1_man_25_l3.png>
-<Chapters/chapter4/img/hist_seg1_peppers_25_l3.png, id=1715, 1204.5pt x 903.375
+<Chapters/chapter4/img/hist_seg1_peppers_25_l3.png, id=1709, 1204.5pt x 903.375
 pt>
 File: Chapters/chapter4/img/hist_seg1_peppers_25_l3.png Graphic file (type png)
 
  <use Chapters/chapter4/img/hist_seg1_peppers_25_l3.png>
-<Chapters/chapter4/img/hist_seg1_stream_25_l3.png, id=1716, 1204.5pt x 903.375p
+<Chapters/chapter4/img/hist_seg1_stream_25_l3.png, id=1710, 1204.5pt x 903.375p
 t>
 File: Chapters/chapter4/img/hist_seg1_stream_25_l3.png Graphic file (type png)
  <use Chapters/chapter4/img/hist_seg1_stream_25_l3.png>
-<Chapters/chapter4/img/hist_seg1_zelda_25_l3.png, id=1717, 1204.5pt x 903.375pt
+<Chapters/chapter4/img/hist_seg1_zelda_25_l3.png, id=1711, 1204.5pt x 903.375pt
 >
 File: Chapters/chapter4/img/hist_seg1_zelda_25_l3.png Graphic file (type png)
  <use Chapters/chapter4/img/hist_seg1_zelda_25_l3.png>
@@ -2834,10 +2825,10 @@ LaTeX Warning: `h' float specifier changed to `ht'.
 
 Overfull \hbox (19.69516pt too wide) has occurred while \output is active
 \T1/phv/m/sl/10.95 7.3.  MODÉLISATION DES ISOLINES POUR L'IMPLÉMENTATION PARALL
-ÈLE SUR GPU \T1/phv/m/n/10.95 85
+ÈLE SUR GPU \T1/phv/m/n/10.95 81
  []
 
-[85 <./Chapters/chapter4/img/lansel/airplane.png (PNG copy)> <./Chapters/chapte
+[81 <./Chapters/chapter4/img/lansel/airplane.png (PNG copy)> <./Chapters/chapte
 r4/img/lansel/boat.png (PNG copy)> <./Chapters/chapter4/img/lansel/barbara.png 
 (PNG copy)> <./Chapters/chapter4/img/lansel/couple.png (PNG copy)> <./Chapters/
 chapter4/img/lansel/elaine.png (PNG copy)> <./Chapters/chapter4/img/lansel/fing
@@ -2848,11 +2839,11 @@ opy)> <./Chapters/chapter4/img/lansel/peppers.png (PNG copy)> <./Chapters/chapt
 er4/img/lansel/stream.png (PNG copy)> <./Chapters/chapter4/img/lansel/zelda.png
  (PNG copy)>]
 Overfull \hbox (3.43451pt too wide) has occurred while \output is active
-\T1/phv/m/n/10.95 86 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
+\T1/phv/m/n/10.95 82 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
 HERCHE DES LIGNES DE NIVEAUX
  []
 
-[86 <./Chapters/chapter4/img/histodir.png> <./Chapters/chapter4/img/hist_seg1_a
+[82 <./Chapters/chapter4/img/histodir.png> <./Chapters/chapter4/img/hist_seg1_a
 irplane_25_l3.png (PNG copy)> <./Chapters/chapter4/img/hist_seg1_barbara_25_l3.
 png (PNG copy)> <./Chapters/chapter4/img/hist_seg1_boat_25_l3.png (PNG copy)> <
 ./Chapters/chapter4/img/hist_seg1_couple_25_l3.png (PNG copy)> <./Chapters/chap
@@ -2863,14 +2854,14 @@ _l3.png (PNG copy)> <./Chapters/chapter4/img/hist_seg1_lena_25_l3.png (PNG copy
 pter4/img/hist_seg1_peppers_25_l3.png (PNG copy)> <./Chapters/chapter4/img/hist
 _seg1_stream_25_l3.png (PNG copy)> <./Chapters/chapter4/img/hist_seg1_zelda_25_
 l3.png (PNG copy)>]
-<Chapters/chapter4/img/PI-PD_detail_sub1.jpg, id=1760, 60.52612pt x 43.00066pt>
+<Chapters/chapter4/img/PI-PD_detail_sub1.jpg, id=1754, 60.52612pt x 43.00066pt>
 File: Chapters/chapter4/img/PI-PD_detail_sub1.jpg Graphic file (type jpg)
 <use Chapters/chapter4/img/PI-PD_detail_sub1.jpg>
-<Chapters/chapter4/img/PI-PD_detail_sub2.jpg, id=1761, 132.9768pt x 91.0602pt>
+<Chapters/chapter4/img/PI-PD_detail_sub2.jpg, id=1755, 132.9768pt x 91.0602pt>
 File: Chapters/chapter4/img/PI-PD_detail_sub2.jpg Graphic file (type jpg)
 
 <use Chapters/chapter4/img/PI-PD_detail_sub2.jpg>
-<Chapters/chapter4/img/PI-PD_detail_sub3.jpg, id=1762, 115.99335pt x 78.7743pt>
+<Chapters/chapter4/img/PI-PD_detail_sub3.jpg, id=1756, 115.99335pt x 78.7743pt>
 File: Chapters/chapter4/img/PI-PD_detail_sub3.jpg Graphic file (type jpg)
 <use Chapters/chapter4/img/PI-PD_detail_sub3.jpg>
 Underfull \hbox (badness 2726) in paragraph at lines 254--254
@@ -2879,7 +2870,7 @@ Underfull \hbox (badness 2726) in paragraph at lines 254--254
  []
 
 
-<Chapters/chapter4/img/PI-PD_detail_sub4.jpg, id=1763, 77.3289pt x 39.92917pt>
+<Chapters/chapter4/img/PI-PD_detail_sub4.jpg, id=1757, 77.3289pt x 39.92917pt>
 File: Chapters/chapter4/img/PI-PD_detail_sub4.jpg Graphic file (type jpg)
 
 <use Chapters/chapter4/img/PI-PD_detail_sub4.jpg>
@@ -2898,14 +2889,14 @@ LaTeX Warning: `h' float specifier changed to `ht'.
 
 Overfull \hbox (19.69516pt too wide) has occurred while \output is active
 \T1/phv/m/sl/10.95 7.3.  MODÉLISATION DES ISOLINES POUR L'IMPLÉMENTATION PARALL
-ÈLE SUR GPU \T1/phv/m/n/10.95 87
+ÈLE SUR GPU \T1/phv/m/n/10.95 83
  []
 
-[87] <Chapters/chapter4/img/airplane.png, id=1787, 513.92pt x 513.92pt>
+[83] <Chapters/chapter4/img/airplane.png, id=1782, 513.92pt x 513.92pt>
 File: Chapters/chapter4/img/airplane.png Graphic file (type png)
 
 <use Chapters/chapter4/img/airplane.png>
-<Chapters/chapter4/img/zoom_windows_A.png, id=1788, 152.9997pt x 140.1893pt>
+<Chapters/chapter4/img/zoom_windows_A.png, id=1783, 152.9997pt x 140.1893pt>
 File: Chapters/chapter4/img/zoom_windows_A.png Graphic file (type png)
 
 <use Chapters/chapter4/img/zoom_windows_A.png>
@@ -2914,26 +2905,26 @@ LaTeX Warning: `h' float specifier changed to `ht'.
 
 
 Overfull \hbox (3.43451pt too wide) has occurred while \output is active
-\T1/phv/m/n/10.95 88 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
+\T1/phv/m/n/10.95 84 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
 HERCHE DES LIGNES DE NIVEAUX
  []
 
-[88 <./Chapters/chapter4/img/PI-PD_detail_sub1.jpg> <./Chapters/chapter4/img/PI
+[84 <./Chapters/chapter4/img/PI-PD_detail_sub1.jpg> <./Chapters/chapter4/img/PI
 -PD_detail_sub2.jpg> <./Chapters/chapter4/img/PI-PD_detail_sub3.jpg> <./Chapter
 s/chapter4/img/PI-PD_detail_sub4.jpg>]
-<Chapters/chapter4/img/zoom_edge_ref2.jpg, id=1808, 96.66112pt x 69.92122pt>
+<Chapters/chapter4/img/zoom_edge_ref2.jpg, id=1802, 96.66112pt x 69.92122pt>
 File: Chapters/chapter4/img/zoom_edge_ref2.jpg Graphic file (type jpg)
 
 <use Chapters/chapter4/img/zoom_edge_ref2.jpg>
-<Chapters/chapter4/img/zoom_edge_bruit.jpg, id=1809, 96.66112pt x 83.1105pt>
+<Chapters/chapter4/img/zoom_edge_bruit.jpg, id=1803, 96.66112pt x 83.1105pt>
 File: Chapters/chapter4/img/zoom_edge_bruit.jpg Graphic file (type jpg)
 
 <use Chapters/chapter4/img/zoom_edge_bruit.jpg>
-<Chapters/chapter4/img/zoom_edge2_bruit.jpg, id=1810, 96.66112pt x 83.1105pt>
+<Chapters/chapter4/img/zoom_edge2_bruit.jpg, id=1804, 96.66112pt x 83.1105pt>
 File: Chapters/chapter4/img/zoom_edge2_bruit.jpg Graphic file (type jpg)
 
 <use Chapters/chapter4/img/zoom_edge2_bruit.jpg>
-<Chapters/chapter4/img/zoom_edge1_2D_superpose3.jpg, id=1811, 96.66112pt x 106.
+<Chapters/chapter4/img/zoom_edge1_2D_superpose3.jpg, id=1805, 96.66112pt x 106.
 59825pt>
 File: Chapters/chapter4/img/zoom_edge1_2D_superpose3.jpg Graphic file (type jpg
 )
@@ -2943,7 +2934,7 @@ Underfull \hbox (badness 7081) in paragraph at lines 355--355
  []
 
 
-<Chapters/chapter4/img/zoom_edge2_2D_superpose2.jpg, id=1812, 96.66112pt x 106.
+<Chapters/chapter4/img/zoom_edge2_2D_superpose2.jpg, id=1806, 96.66112pt x 106.
 59825pt>
 File: Chapters/chapter4/img/zoom_edge2_2D_superpose2.jpg Graphic file (type jpg
 )
@@ -2958,11 +2949,11 @@ LaTeX Warning: `h' float specifier changed to `ht'.
 
 Overfull \hbox (19.69516pt too wide) has occurred while \output is active
 \T1/phv/m/sl/10.95 7.3.  MODÉLISATION DES ISOLINES POUR L'IMPLÉMENTATION PARALL
-ÈLE SUR GPU \T1/phv/m/n/10.95 89
+ÈLE SUR GPU \T1/phv/m/n/10.95 85
  []
 
-[89]
-<Chapters/chapter4/img/pattern_detecteur-f.png, id=1840, 483.41138pt x 369.3263
+[85]
+<Chapters/chapter4/img/pattern_detecteur-f.png, id=1834, 483.41138pt x 369.3263
 pt>
 File: Chapters/chapter4/img/pattern_detecteur-f.png Graphic file (type png)
  <use Chapters/chapter4/img/pattern_detecteur-f.png>
@@ -2970,16 +2961,16 @@ Underfull \vbox (badness 3039) has occurred while \output is active []
 
 
 Overfull \hbox (3.43451pt too wide) has occurred while \output is active
-\T1/phv/m/n/10.95 90 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
+\T1/phv/m/n/10.95 86 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
 HERCHE DES LIGNES DE NIVEAUX
  []
 
-[90]
-<Chapters/chapter4/img/airplane_noisy_small.jpg, id=1875, 96.8418pt x 96.8418pt
+[86]
+<Chapters/chapter4/img/airplane_noisy_small.jpg, id=1869, 96.8418pt x 96.8418pt
 >
 File: Chapters/chapter4/img/airplane_noisy_small.jpg Graphic file (type jpg)
  <use Chapters/chapter4/img/airplane_noisy_small.jpg>
-<Chapters/chapter4/img/img_bords_T2_small.jpg, id=1876, 96.8418pt x 96.8418pt>
+<Chapters/chapter4/img/img_bords_T2_small.jpg, id=1870, 96.8418pt x 96.8418pt>
 File: Chapters/chapter4/img/img_bords_T2_small.jpg Graphic file (type jpg)
 
 <use Chapters/chapter4/img/img_bords_T2_small.jpg>
@@ -2993,21 +2984,21 @@ LaTeX Warning: `h' float specifier changed to `ht'.
 
 Overfull \hbox (19.69516pt too wide) has occurred while \output is active
 \T1/phv/m/sl/10.95 7.3.  MODÉLISATION DES ISOLINES POUR L'IMPLÉMENTATION PARALL
-ÈLE SUR GPU \T1/phv/m/n/10.95 91
+ÈLE SUR GPU \T1/phv/m/n/10.95 87
  []
 
-[91 <./Chapters/chapter4/img/airplane.png (PNG copy)> <./Chapters/chapter4/img/
+[87 <./Chapters/chapter4/img/airplane.png (PNG copy)> <./Chapters/chapter4/img/
 zoom_windows_A.png>]
 Overfull \hbox (3.43451pt too wide) has occurred while \output is active
-\T1/phv/m/n/10.95 92 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
+\T1/phv/m/n/10.95 88 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
 HERCHE DES LIGNES DE NIVEAUX
  []
 
-[92 <./Chapters/chapter4/img/zoom_edge_ref2.jpg> <./Chapters/chapter4/img/zoom_
+[88 <./Chapters/chapter4/img/zoom_edge_ref2.jpg> <./Chapters/chapter4/img/zoom_
 edge_bruit.jpg> <./Chapters/chapter4/img/zoom_edge2_bruit.jpg> <./Chapters/chap
 ter4/img/zoom_edge1_2D_superpose3.jpg> <./Chapters/chapter4/img/zoom_edge2_2D_s
 uperpose2.jpg>]
-<Chapters/chapter4/img/resultat/airplane_25_noisy.png, id=1895, 513.92pt x 513.
+<Chapters/chapter4/img/resultat/airplane_25_noisy.png, id=1889, 513.92pt x 513.
 92pt>
 File: Chapters/chapter4/img/resultat/airplane_25_noisy.png Graphic file (type p
 ng)
@@ -3017,7 +3008,7 @@ Underfull \hbox (badness 10000) in paragraph at lines 475--475
  []
 
 
-<Chapters/chapter4/img/resultat/airplane_mean5.png, id=1896, 513.92pt x 513.92p
+<Chapters/chapter4/img/resultat/airplane_mean5.png, id=1890, 513.92pt x 513.92p
 t>
 File: Chapters/chapter4/img/resultat/airplane_mean5.png Graphic file (type png)
 
@@ -3027,7 +3018,7 @@ Underfull \hbox (badness 1442) in paragraph at lines 476--476
  []
 
 
-<Chapters/chapter4/img/resultat/airplane_25_noisy_6_r50_T10_P2.png, id=1897, 51
+<Chapters/chapter4/img/resultat/airplane_25_noisy_6_r50_T10_P2.png, id=1891, 51
 3.92pt x 513.92pt>
 File: Chapters/chapter4/img/resultat/airplane_25_noisy_6_r50_T10_P2.png Graphic
  file (type png)
@@ -3038,142 +3029,142 @@ Underfull \hbox (badness 2495) in paragraph at lines 477--477
  []
 
 
-<Chapters/chapter4/img/resultat/airplane_bm3d.png, id=1898, 513.92pt x 513.92pt
+<Chapters/chapter4/img/resultat/airplane_bm3d.png, id=1892, 513.92pt x 513.92pt
 >
 File: Chapters/chapter4/img/resultat/airplane_bm3d.png Graphic file (type png)
  <use Chapters/chapter4/img/resultat/airplane_bm3d.png>
-<Chapters/chapter4/img/resultat/airplane_25_noisy_zoom.jpg, id=1899, 96.66112pt
+<Chapters/chapter4/img/resultat/airplane_25_noisy_zoom.jpg, id=1893, 96.66112pt
  x 68.47583pt>
 File: Chapters/chapter4/img/resultat/airplane_25_noisy_zoom.jpg Graphic file (t
 ype jpg)
  <use Chapters/chapter4/img/resultat/airplane_25_noisy_zoom.jpg>
-<Chapters/chapter4/img/resultat/airplane_25_mean5_zoom.jpg, id=1900, 96.29977pt
+<Chapters/chapter4/img/resultat/airplane_25_mean5_zoom.jpg, id=1894, 96.29977pt
  x 69.19853pt>
 File: Chapters/chapter4/img/resultat/airplane_25_mean5_zoom.jpg Graphic file (t
 ype jpg)
  <use Chapters/chapter4/img/resultat/airplane_25_mean5_zoom.jpg>
-<Chapters/chapter4/img/resultat/airplane_zoom_hybrid_6_r50_T10_P2.jpg, id=1901,
+<Chapters/chapter4/img/resultat/airplane_zoom_hybrid_6_r50_T10_P2.jpg, id=1895,
  96.66112pt x 68.47583pt>
 File: Chapters/chapter4/img/resultat/airplane_zoom_hybrid_6_r50_T10_P2.jpg Grap
 hic file (type jpg)
 
 <use Chapters/chapter4/img/resultat/airplane_zoom_hybrid_6_r50_T10_P2.jpg>
-<Chapters/chapter4/img/resultat/airplane_bm3d_zoom.jpg, id=1902, 96.66112pt x 6
+<Chapters/chapter4/img/resultat/airplane_bm3d_zoom.jpg, id=1896, 96.66112pt x 6
 8.47583pt>
 File: Chapters/chapter4/img/resultat/airplane_bm3d_zoom.jpg Graphic file (type 
 jpg)
- <use Chapters/chapter4/img/resultat/airplane_bm3d_zoom.jpg> [93 <./Chapters/ch
+ <use Chapters/chapter4/img/resultat/airplane_bm3d_zoom.jpg> [89 <./Chapters/ch
 apter4/img/pattern_detecteur-f.png (PNG copy)> <./Chapters/chapter4/img/airplan
 e_noisy_small.jpg> <./Chapters/chapter4/img/img_bords_T2_small.jpg>]
 Overfull \hbox (3.43451pt too wide) has occurred while \output is active
-\T1/phv/m/n/10.95 94 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
+\T1/phv/m/n/10.95 90 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
 HERCHE DES LIGNES DE NIVEAUX
  []
 
-[94 <./Chapters/chapter4/img/resultat/airplane_25_noisy.png (PNG copy)> <./Chap
+[90 <./Chapters/chapter4/img/resultat/airplane_25_noisy.png (PNG copy)> <./Chap
 ters/chapter4/img/resultat/airplane_mean5.png (PNG copy)> <./Chapters/chapter4/
 img/resultat/airplane_25_noisy_6_r50_T10_P2.png (PNG copy)> <./Chapters/chapter
 4/img/resultat/airplane_bm3d.png (PNG copy)> <./Chapters/chapter4/img/resultat/
 airplane_25_noisy_zoom.jpg> <./Chapters/chapter4/img/resultat/airplane_25_mean5
 _zoom.jpg> <./Chapters/chapter4/img/resultat/airplane_zoom_hybrid_6_r50_T10_P2.
 jpg> <./Chapters/chapter4/img/resultat/airplane_bm3d_zoom.jpg>]
-<Chapters/chapter4/img/tid2008-petit/0.png, id=1932, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/0.png, id=1926, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/0.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/0.png>
-<Chapters/chapter4/img/tid2008-petit/1.png, id=1933, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/1.png, id=1927, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/1.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/1.png>
-<Chapters/chapter4/img/tid2008-petit/2.png, id=1934, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/2.png, id=1928, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/2.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/2.png>
-<Chapters/chapter4/img/tid2008-petit/3.png, id=1935, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/3.png, id=1929, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/3.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/3.png>
-<Chapters/chapter4/img/tid2008-petit/4.png, id=1936, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/4.png, id=1930, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/4.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/4.png>
-<Chapters/chapter4/img/tid2008-petit/5.png, id=1937, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/5.png, id=1931, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/5.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/5.png>
-<Chapters/chapter4/img/tid2008-petit/6.png, id=1938, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/6.png, id=1932, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/6.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/6.png>
-<Chapters/chapter4/img/tid2008-petit/7.png, id=1939, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/7.png, id=1933, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/7.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/7.png>
-<Chapters/chapter4/img/tid2008-petit/8.png, id=1940, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/8.png, id=1934, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/8.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/8.png>
-<Chapters/chapter4/img/tid2008-petit/9.png, id=1941, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/9.png, id=1935, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/9.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/9.png>
-<Chapters/chapter4/img/tid2008-petit/10.png, id=1942, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/10.png, id=1936, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/10.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/10.png>
-<Chapters/chapter4/img/tid2008-petit/11.png, id=1943, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/11.png, id=1937, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/11.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/11.png>
-<Chapters/chapter4/img/tid2008-petit/12.png, id=1944, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/12.png, id=1938, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/12.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/12.png>
-<Chapters/chapter4/img/tid2008-petit/13.png, id=1945, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/13.png, id=1939, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/13.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/13.png>
-<Chapters/chapter4/img/tid2008-petit/14.png, id=1946, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/14.png, id=1940, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/14.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/14.png>
-<Chapters/chapter4/img/tid2008-petit/15.png, id=1947, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/15.png, id=1941, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/15.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/15.png>
-<Chapters/chapter4/img/tid2008-petit/16.png, id=1948, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/16.png, id=1942, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/16.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/16.png>
-<Chapters/chapter4/img/tid2008-petit/17.png, id=1949, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/17.png, id=1943, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/17.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/17.png>
-<Chapters/chapter4/img/tid2008-petit/18.png, id=1950, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/18.png, id=1944, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/18.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/18.png>
-<Chapters/chapter4/img/tid2008-petit/19.png, id=1951, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/19.png, id=1945, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/19.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/19.png>
-<Chapters/chapter4/img/tid2008-petit/20.png, id=1952, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/20.png, id=1946, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/20.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/20.png>
-<Chapters/chapter4/img/tid2008-petit/21.png, id=1953, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/21.png, id=1947, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/21.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/21.png>
-<Chapters/chapter4/img/tid2008-petit/22.png, id=1954, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/22.png, id=1948, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/22.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/22.png>
-<Chapters/chapter4/img/tid2008-petit/23.png, id=1955, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/23.png, id=1949, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/23.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/23.png>
-<Chapters/chapter4/img/tid2008-petit/24.png, id=1956, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/tid2008-petit/24.png, id=1950, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/tid2008-petit/24.png Graphic file (type png)
 
 <use Chapters/chapter4/img/tid2008-petit/24.png>
@@ -3182,16 +3173,16 @@ Underfull \hbox (badness 1102) in paragraph at lines 660--662
  dans sa va-riante cou-leurs
  []
 
-[95]
+[91]
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
 
 Overfull \hbox (3.43451pt too wide) has occurred while \output is active
-\T1/phv/m/n/10.95 96 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
+\T1/phv/m/n/10.95 92 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
 HERCHE DES LIGNES DE NIVEAUX
  []
 
-[96 <./Chapters/chapter4/img/tid2008-petit/0.png (PNG copy)> <./Chapters/chapte
+[92 <./Chapters/chapter4/img/tid2008-petit/0.png (PNG copy)> <./Chapters/chapte
 r4/img/tid2008-petit/1.png (PNG copy)> <./Chapters/chapter4/img/tid2008-petit/2
 .png (PNG copy)> <./Chapters/chapter4/img/tid2008-petit/3.png (PNG copy)> <./Ch
 apters/chapter4/img/tid2008-petit/4.png (PNG copy)> <./Chapters/chapter4/img/ti
@@ -3210,134 +3201,134 @@ s/chapter4/img/tid2008-petit/19.png (PNG copy)> <./Chapters/chapter4/img/tid200
 opy)> <./Chapters/chapter4/img/tid2008-petit/22.png (PNG copy)> <./Chapters/cha
 pter4/img/tid2008-petit/23.png (PNG copy)> <./Chapters/chapter4/img/tid2008-pet
 it/24.png (PNG copy)>]
-<Chapters/chapter4/img/I09_02_4.png, id=2005, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/I09_02_4.png, id=1999, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/I09_02_4.png Graphic file (type png)
 
 <use Chapters/chapter4/img/I09_02_4.png>
-<Chapters/chapter4/img/I09_02_4-4-50-5_out.png, id=2006, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/I09_02_4-4-50-5_out.png, id=2000, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/I09_02_4-4-50-5_out.png Graphic file (type png)
 
 <use Chapters/chapter4/img/I09_02_4-4-50-5_out.png>
-<Chapters/chapter4/img/I09_bm3d.png, id=2007, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/I09_bm3d.png, id=2001, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/I09_bm3d.png Graphic file (type png)
 
 <use Chapters/chapter4/img/I09_bm3d.png>
-<Chapters/chapter4/img/I25_02_4.png, id=2008, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/I25_02_4.png, id=2002, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/I25_02_4.png Graphic file (type png)
 
 <use Chapters/chapter4/img/I25_02_4.png>
-<Chapters/chapter4/img/I25_02_4-4-50-5_out.png, id=2009, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/I25_02_4-4-50-5_out.png, id=2003, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/I25_02_4-4-50-5_out.png Graphic file (type png)
 
 <use Chapters/chapter4/img/I25_02_4-4-50-5_out.png>
-<Chapters/chapter4/img/I25_bm3d.png, id=2010, 513.92pt x 385.44pt>
+<Chapters/chapter4/img/I25_bm3d.png, id=2004, 513.92pt x 385.44pt>
 File: Chapters/chapter4/img/I25_bm3d.png Graphic file (type png)
 
 <use Chapters/chapter4/img/I25_bm3d.png>
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [97 <./Chapters/chapter4/img/I09_02_4.png (PNG copy)> <./Chapters/chapter4/img
+ [93 <./Chapters/chapter4/img/I09_02_4.png (PNG copy)> <./Chapters/chapter4/img
 /I09_02_4-4-50-5_out.png (PNG copy)> <./Chapters/chapter4/img/I09_bm3d.png (PNG
  copy)> <./Chapters/chapter4/img/I25_02_4.png (PNG copy)> <./Chapters/chapter4/
 img/I25_02_4-4-50-5_out.png (PNG copy)> <./Chapters/chapter4/img/I25_bm3d.png (
 PNG copy)>])
 Overfull \hbox (3.43451pt too wide) has occurred while \output is active
-\T1/phv/m/n/10.95 98 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
+\T1/phv/m/n/10.95 94 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
 HERCHE DES LIGNES DE NIVEAUX
  []
 
-[98] [99]
-Overfull \hbox (9.52263pt too wide) has occurred while \output is active
-\T1/phv/m/n/10.95 100 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR RE
-CHERCHE DES LIGNES DE NIVEAUX
+[94] [95]
+Overfull \hbox (3.43451pt too wide) has occurred while \output is active
+\T1/phv/m/n/10.95 96 \T1/phv/m/sl/10.95 CHAPITRE 7.  RÉDUCTION DE BRUIT PAR REC
+HERCHE DES LIGNES DE NIVEAUX
  []
 
-[100] [101] [102
+[96] [97] [98
 
 ]
 Chapitre 8.
-(./Chapters/chapter5/chapter5.tex [103]
+(./Chapters/chapter5/chapter5.tex [99]
 LaTeX Font Info:    Font shape `T1/phv/bx/n' in size <9> not available
 (Font)              Font shape `T1/phv/b/n' tried instead on input line 18.
 
-<kernLeft.png, id=2089, 26.499pt x 8.4315pt>
+<kernLeft.png, id=2083, 26.499pt x 8.4315pt>
 File: kernLeft.png Graphic file (type png)
  <use kernLeft.png>
-<kernRight.png, id=2090, 26.499pt x 8.4315pt>
+<kernRight.png, id=2084, 26.499pt x 8.4315pt>
 File: kernRight.png Graphic file (type png)
  <use kernRight.png>
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [104 <./kernLeft.png> <./kernRight.png>] [105]
-<Chapters/chapter5/img/forgetful_selectionb.jpg, id=2116, 308.57014pt x 425.724
+ [100 <./kernLeft.png> <./kernRight.png>] [101]
+<Chapters/chapter5/img/forgetful_selectionb.jpg, id=2111, 308.57014pt x 425.724
 37pt>
 File: Chapters/chapter5/img/forgetful_selectionb.jpg Graphic file (type jpg)
- <use Chapters/chapter5/img/forgetful_selectionb.jpg> [106]
-<Chapters/chapter5/img/bitonic.png, id=2130, 594.90256pt x 411.09586pt>
+ <use Chapters/chapter5/img/forgetful_selectionb.jpg> [102]
+<Chapters/chapter5/img/bitonic.png, id=2124, 594.90256pt x 411.09586pt>
 File: Chapters/chapter5/img/bitonic.png Graphic file (type png)
 
-<use Chapters/chapter5/img/bitonic.png> [107 <./Chapters/chapter5/img/forgetful
+<use Chapters/chapter5/img/bitonic.png> [103 <./Chapters/chapter5/img/forgetful
 _selectionb.jpg> <./Chapters/chapter5/img/bitonic.png>]
-<Chapters/chapter5/img/median5_overlap.png, id=2137, 175.6161pt x 130.8087pt>
+<Chapters/chapter5/img/median5_overlap.png, id=2131, 175.6161pt x 130.8087pt>
 File: Chapters/chapter5/img/median5_overlap.png Graphic file (type png)
 
-<use Chapters/chapter5/img/median5_overlap.png> [108 <./Chapters/chapter5/img/m
+<use Chapters/chapter5/img/median5_overlap.png> [104 <./Chapters/chapter5/img/m
 edian5_overlap.png>]
 Package hyperref Info: bookmark level for unknown lstlisting defaults to 0 on i
 nput line 143.
  (./Chapters/chapter5/code/median3-2pix.cu)
-<Chapters/chapter5/img/comp512.png, id=2146, 410.0118pt x 191.2746pt>
+<Chapters/chapter5/img/comp512.png, id=2140, 410.0118pt x 191.2746pt>
 File: Chapters/chapter5/img/comp512.png Graphic file (type png)
 
 <use Chapters/chapter5/img/comp512.png>
-<Chapters/chapter5/img/comp4k.png, id=2147, 411.939pt x 192.72pt>
+<Chapters/chapter5/img/comp4k.png, id=2141, 411.939pt x 192.72pt>
 File: Chapters/chapter5/img/comp4k.png Graphic file (type png)
 
 <use Chapters/chapter5/img/comp4k.png>
 Underfull \vbox (badness 3547) has occurred while \output is active []
 
- [109]
-[110 <./Chapters/chapter5/img/comp512.png (PNG copy)> <./Chapters/chapter5/img/
+ [105]
+[106 <./Chapters/chapter5/img/comp512.png (PNG copy)> <./Chapters/chapter5/img/
 comp4k.png (PNG copy)>]
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [111])
-[112]
+ [107])
+[108]
 Chapitre 9.
-(./Chapters/chapter6/chapter6.tex [113
+(./Chapters/chapter6/chapter6.tex [109
 
 ]
-(./Chapters/chapter6/code/convoGene3Reg8.cu) [114]
+(./Chapters/chapter6/code/convoGene3Reg8.cu) [110]
 Overfull \hbox (30.10805pt too wide) has occurred while \output is active
 \T1/phv/m/sl/10.95 9.3.  IMPLÉMENTATION OPTIMISÉE DE LA CONVOLUTION NON SÉPARAB
-LE SUR GPU \T1/phv/m/n/10.95 115
+LE SUR GPU \T1/phv/m/n/10.95 111
  []
 
-[115]
-<Chapters/chapter6/img/convoOverlap1.png, id=2306, 113.4639pt x 46.7346pt>
+[111]
+<Chapters/chapter6/img/convoOverlap1.png, id=2300, 113.4639pt x 46.7346pt>
 File: Chapters/chapter6/img/convoOverlap1.png Graphic file (type png)
 
 <use Chapters/chapter6/img/convoOverlap1.png>
-<Chapters/chapter6/img/convoOverlap2.png, id=2307, 136.3494pt x 69.861pt>
+<Chapters/chapter6/img/convoOverlap2.png, id=2301, 136.3494pt x 69.861pt>
 File: Chapters/chapter6/img/convoOverlap2.png Graphic file (type png)
 
-<use Chapters/chapter6/img/convoOverlap2.png> [116 <./Chapters/chapter6/img/con
+<use Chapters/chapter6/img/convoOverlap2.png> [112 <./Chapters/chapter6/img/con
 voOverlap1.png> <./Chapters/chapter6/img/convoOverlap2.png>]
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
 
 Overfull \hbox (30.10805pt too wide) has occurred while \output is active
 \T1/phv/m/sl/10.95 9.3.  IMPLÉMENTATION OPTIMISÉE DE LA CONVOLUTION NON SÉPARAB
-LE SUR GPU \T1/phv/m/n/10.95 117
+LE SUR GPU \T1/phv/m/n/10.95 113
  []
 
-[117] (./Chapters/chapter6/code/convoGene8x8pL3.cu)
+[113] (./Chapters/chapter6/code/convoGene8x8pL3.cu)
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [118]
-(./Chapters/chapter6/code/convoSepShV.cu [119])
-(./Chapters/chapter6/code/convoSepShH.cu [120]) [121]
-(./Chapters/chapter6/code/convoSepoptimH.cu [122])
+ [114]
+(./Chapters/chapter6/code/convoSepShV.cu [115])
+(./Chapters/chapter6/code/convoSepShH.cu [116]) [117]
+(./Chapters/chapter6/code/convoSepoptimH.cu [118])
 
 LaTeX Warning: `h' float specifier changed to `ht'.
 
@@ -3347,161 +3338,148 @@ LaTeX Warning: `h' float specifier changed to `ht'.
 
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [123]
-<Chapters/chapter6/img/convomed1.png, id=2624, 1008.76875pt x 668.4975pt>
+ [119]
+<Chapters/chapter6/img/convomed1.png, id=2619, 1008.76875pt x 668.4975pt>
 File: Chapters/chapter6/img/convomed1.png Graphic file (type png)
 
 <use Chapters/chapter6/img/convomed1.png>
-<Chapters/chapter6/img/convomed2.png, id=2625, 1207.51125pt x 700.6175pt>
+<Chapters/chapter6/img/convomed2.png, id=2620, 1207.51125pt x 700.6175pt>
 File: Chapters/chapter6/img/convomed2.png Graphic file (type png)
 
 <use Chapters/chapter6/img/convomed2.png>
 
 LaTeX Warning: `h' float specifier changed to `ht'.
 
-) [124] [125 <./Chapters/chapter6/img/convomed1.png (PNG copy)> <./Chapters/cha
-pter6/img/convomed2.png (PNG copy)>] [126
+) [120] [121 <./Chapters/chapter6/img/convomed1.png (PNG copy)> <./Chapters/cha
+pter6/img/convomed2.png (PNG copy)>] [122
 
-] [127] [128]
+]
 Chapitre 10.
 (./Chapters/chapter1/conclusion.tex
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [129
+ [123])
+[124] (./Chapters/chapter1/rem.tex) (./these.bbl [125
 
-])
-[130]
-Chapitre 11.
-(./Chapters/chapter1/rem.tex) (./these.bbl [131
 
-] [132
+] [126
 
-] [133] [134] [135]
-[136] [137] [138]) [139] [140
+] [127] [128]
+[129] [130] [131] [132]) [133] [134
 
-] (./these.lof [141]
+] (./these.lof [135]
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [142]
+ [136]
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [143]
+ [137]
 Overfull \hbox (1.29184pt too wide) detected at line 232
- [][]\T1/phv/m/n/10.95 107[]
+ [][]\T1/phv/m/n/10.95 103[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 233
- [][]\T1/phv/m/n/10.95 107[]
+ [][]\T1/phv/m/n/10.95 103[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 234
- [][]\T1/phv/m/n/10.95 108[]
+ [][]\T1/phv/m/n/10.95 104[]
  []
 
 
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [144]
+ [138]
 Overfull \hbox (1.29184pt too wide) detected at line 235
- [][]\T1/phv/m/n/10.95 110[]
+ [][]\T1/phv/m/n/10.95 106[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 239
- [][]\T1/phv/m/n/10.95 116[]
+ [][]\T1/phv/m/n/10.95 112[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 242
- [][]\T1/phv/m/n/10.95 125[]
+ [][]\T1/phv/m/n/10.95 121[]
  []
 
 )
 \tf@lof=\write5
 \openout5 = `these.lof'.
 
- [145] [146
+ [139] [140
 
 ] (./these.lot
-Overfull \hbox (1.29184pt too wide) detected at line 15
- [][]\T1/phv/m/n/10.95 100[]
- []
-
-
-Overfull \hbox (1.29184pt too wide) detected at line 16
- [][]\T1/phv/m/n/10.95 101[]
- []
-
-
 Overfull \hbox (1.29184pt too wide) detected at line 18
- [][]\T1/phv/m/n/10.95 104[]
+ [][]\T1/phv/m/n/10.95 100[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 19
- [][]\T1/phv/m/n/10.95 110[]
+ [][]\T1/phv/m/n/10.95 106[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 20
- [][]\T1/phv/m/n/10.95 111[]
+ [][]\T1/phv/m/n/10.95 107[]
  []
 
 
 Underfull \vbox (badness 10000) has occurred while \output is active []
 
- [147]
+ [141]
 Overfull \hbox (1.29184pt too wide) detected at line 21
- [][]\T1/phv/m/n/10.95 111[]
+ [][]\T1/phv/m/n/10.95 107[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 23
- [][]\T1/phv/m/n/10.95 115[]
+ [][]\T1/phv/m/n/10.95 111[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 24
- [][]\T1/phv/m/n/10.95 115[]
+ [][]\T1/phv/m/n/10.95 111[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 25
- [][]\T1/phv/m/n/10.95 117[]
+ [][]\T1/phv/m/n/10.95 113[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 26
- [][]\T1/phv/m/n/10.95 121[]
+ [][]\T1/phv/m/n/10.95 117[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 27
- [][]\T1/phv/m/n/10.95 123[]
+ [][]\T1/phv/m/n/10.95 119[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 28
- [][]\T1/phv/m/n/10.95 123[]
+ [][]\T1/phv/m/n/10.95 119[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 29
- [][]\T1/phv/m/n/10.95 124[]
+ [][]\T1/phv/m/n/10.95 120[]
  []
 
 
 Overfull \hbox (1.29184pt too wide) detected at line 30
- [][]\T1/phv/m/n/10.95 124[]
+ [][]\T1/phv/m/n/10.95 120[]
  []
 
 )
 \tf@lot=\write6
 \openout6 = `these.lot'.
 
- [148] [149
+ [142] [143
 
 
 ]
@@ -3509,10 +3487,10 @@ Overfull \hbox (1.29184pt too wide) detected at line 30
 pdfTeX warning: pdflatex (file /usr/share/texmf/tex/latex/upmethodology-extensi
 ons/phd_thesis/spimufcphdthesis/spimufcphdthesis-backpage.pdf): PDF inclusion: 
 found PDF version <1.6>, but at most version <1.4> allowed
-<spimufcphdthesis-backpage.pdf, id=2843, 597.432pt x 844.83629pt>
+<spimufcphdthesis-backpage.pdf, id=2830, 597.432pt x 844.83629pt>
 File: spimufcphdthesis-backpage.pdf Graphic file (type pdf)
 
-<use spimufcphdthesis-backpage.pdf> [150
+<use spimufcphdthesis-backpage.pdf> [144
 
  </usr/share/texmf/tex/latex/upmethodology-extensions/phd_thesis/spimufcphdthes
 is/spimufcphdthesis-backpage.pdf>]
@@ -3526,10 +3504,10 @@ LaTeX Font Warning: Some font shapes were not available, defaults substituted.
 
  ) 
 Here is how much of TeX's memory you used:
- 15798 strings out of 495028
- 265026 string characters out of 1181229
- 995774 words of memory out of 3000000
- 17068 multiletter control sequences out of 15000+50000
+ 15794 strings out of 495028
+ 264989 string characters out of 1181229
+ 995753 words of memory out of 3000000
+ 17066 multiletter control sequences out of 15000+50000
  164307 words of font info for 234 fonts, out of 3000000 for 9000
  28 hyphenation exceptions out of 8191
  62i,25n,72p,1409b,1871s stack positions out of 5000i,500n,10000p,200000b,50000s
@@ -3545,9 +3523,9 @@ are/texmf-texlive/fonts/type1/urw/helvetic/uhvr8a.pfb></usr/share/texmf-texlive
 /fonts/type1/urw/helvetic/uhvro8a.pfb></usr/share/texmf-texlive/fonts/type1/urw
 /times/utmb8a.pfb></usr/share/texmf-texlive/fonts/type1/urw/times/utmr8a.pfb></
 usr/share/texmf-texlive/fonts/type1/urw/times/utmri8a.pfb>
-Output written on these.pdf (153 pages, 37777755 bytes).
+Output written on these.pdf (152 pages, 37776342 bytes).
 PDF statistics:
- 3146 PDF objects out of 3580 (max. 8388607)
- 1184 named destinations out of 1200 (max. 500000)
- 1765 words of extra memory for PDF output out of 10000 (max. 10000000)
+ 3132 PDF objects out of 3580 (max. 8388607)
+ 1182 named destinations out of 1200 (max. 500000)
+ 1749 words of extra memory for PDF output out of 10000 (max. 10000000)