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1 \relax 
2 \citation{KassWT88}
3 \citation{Ruch01}
4 \citation{XuP98}
5 \citation{ChesnaudRB99,AllainBG08}
6 \citation{Brunett}
7 \citation{Ruch01}
8 \citation{ChesnaudRB99}
9 \@writefile{toc}{\contentsline {section}{\numberline {I}Introduction}{1}}
10 \newlabel{secCPUalgooutlines}{{II}{1}}
11 \@writefile{toc}{\contentsline {section}{\numberline {II}Sequential algorithm : outlines}{1}}
12 \citation{ChesnaudRB99}
13 \newlabel{cpualgosimple}{{1}{2}}
14 \@writefile{loa}{\contentsline {algocf}{\numberline {1}{\ignorespaces Sequential algorithm : outlines}}{2}}
15 \newlabel{fig:labelinit}{{1a}{2}}
16 \newlabel{sub@fig:labelinit}{{(a)}{a}}
17 \newlabel{fig:labelit1}{{1b}{2}}
18 \newlabel{sub@fig:labelit1}{{(b)}{b}}
19 \newlabel{fig:labelit2}{{1c}{2}}
20 \newlabel{sub@fig:labelit2}{{(c)}{c}}
21 \newlabel{fig:labelit4}{{1d}{2}}
22 \newlabel{sub@fig:labelit4}{{(d)}{d}}
23 \@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces segmentation of a noisy image}}{2}}
24 \@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Initial snake }}}{2}}
25 \@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {End of first iteration (4 nodes) }}}{2}}
26 \@writefile{lof}{\contentsline {subfigure}{\numberline{(c)}{\ignorespaces {End of second iteration (8 nodes)}}}{2}}
27 \@writefile{lof}{\contentsline {subfigure}{\numberline{(d)}{\ignorespaces {End of fourth iteration (29 nodes)}}}{2}}
28 \newlabel{images_algo}{{1}{2}}
29 \newlabel{secCPUalgodetails}{{III}{2}}
30 \@writefile{toc}{\contentsline {section}{\numberline {III}Sequential algorithm : details}{2}}
31 \@writefile{toc}{\contentsline {subsection}{\numberline {\unhbox \voidb@x \hbox {III-A}}Criterion}{2}}
32 \@writefile{toc}{\contentsline {subsection}{\numberline {\unhbox \voidb@x \hbox {III-B}}CPU implementation}{2}}
33 \newlabel{CPUcontrib_segments}{{2}{2}}
34 \newlabel{CPUbresenham}{{2}{2}}
35 \newlabel{CPUcontrib_pixels}{{2}{2}}
36 \citation{CUDAPG}
37 \citation{CUDAPG}
38 \citation{CUDAFT}
39 \citation{CUDAFC}
40 \@writefile{loa}{\contentsline {algocf}{\numberline {2}{\ignorespaces Sequential simplified algorithm}}{3}}
41 \newlabel{cpualgo}{{2}{3}}
42 \newlabel{cumuls}{{2}{3}}
43 \newlabel{debinit}{{3}{3}}
44 \newlabel{fininit}{{9}{3}}
45 \newlabel{loopnewnodes}{{10}{3}}
46 \newlabel{loopmovenodes}{{11}{3}}
47 \newlabel{kernelPLH}{{15}{3}}
48 \@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces the three most-consumming functions for various image sizes}}{3}}
49 \newlabel{CPUprofile}{{2}{3}}
50 \newlabel{GPUgeneralites}{{IV}{3}}
51 \@writefile{toc}{\contentsline {section}{\numberline {IV}NVidia's GPU architecture}{3}}
52 \citation{ChesnaudRB99}
53 \citation{Harris07}
54 \citation{CUDAPG}
55 \@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces schematic diagram of GPU's internal architecture}}{4}}
56 \newlabel{GPUC1060}{{3}{4}}
57 \newlabel{GPUimplementation}{{V}{4}}
58 \@writefile{toc}{\contentsline {section}{\numberline {V}GPU implementation}{4}}
59 \@writefile{toc}{\contentsline {subsection}{\numberline {\unhbox \voidb@x \hbox {V-A}}Pre-computations}{4}}
60 \citation{CUDAFT}
61 \citation{CUDAPG}
62 \@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces \texttt  {compute\_blocks\_prefixes()} details.}}{5}}
63 \newlabel{GPUcumuls}{{4}{5}}
64 \@writefile{toc}{\contentsline {subsection}{\numberline {\unhbox \voidb@x \hbox {V-B}}Segment contributions}{5}}
65 \@writefile{lof}{\contentsline {figure}{\numberline {5}{\ignorespaces \texttt  {scan\_blocksums()} details.}}{6}}
66 \newlabel{GPUscansomblocs}{{5}{6}}
67 \@writefile{lof}{\contentsline {figure}{\numberline {6}{\ignorespaces \texttt  {add\_sums2prefixes()} details.}}{6}}
68 \newlabel{GPUaddsoms2cumuls}{{6}{6}}
69 \@writefile{lof}{\contentsline {figure}{\numberline {7}{\ignorespaces topology around nodes}}{6}}
70 \newlabel{GPUtopo}{{7}{6}}
71 \citation{AllainBG08}
72 \@writefile{lof}{\contentsline {figure}{\numberline {8}{\ignorespaces structure for segments contributions computation. Gray symbols help to locate inactive threads as opposed to black ones that figure active threads.}}{7}}
73 \newlabel{contribs_segments}{{8}{7}}
74 \@writefile{toc}{\contentsline {subsection}{\numberline {\unhbox \voidb@x \hbox {V-C}}Segments with a slope $k$ such as $|k|\leq 1$}{7}}
75 \@writefile{toc}{\contentsline {subsection}{\numberline {\unhbox \voidb@x \hbox {V-D}}Parameters estimation}{7}}
76 \@writefile{lof}{\contentsline {figure}{\numberline {9}{\ignorespaces Zoom on part a of segment with $|k| < 1$, at pixel level.}}{7}}
77 \newlabel{tripix}{{9}{7}}
78 \@writefile{toc}{\contentsline {subsection}{\numberline {\unhbox \voidb@x \hbox {V-E}}End of segmentation}{7}}
79 \newlabel{secSpeedups}{{VI}{7}}
80 \@writefile{toc}{\contentsline {section}{\numberline {VI}Speedups}{7}}
81 \bibstyle{IEEEtran}
82 \bibdata{IEEEabrv,biblio}
83 \bibcite{KassWT88}{1}
84 \bibcite{Ruch01}{2}
85 \bibcite{XuP98}{3}
86 \bibcite{ChesnaudRB99}{4}
87 \bibcite{AllainBG08}{5}
88 \bibcite{Brunett}{6}
89 \bibcite{CUDAPG}{7}
90 \bibcite{CUDAFT}{8}
91 \bibcite{CUDAFC}{9}
92 \bibcite{Harris07}{10}
93 \newlabel{gpualgosimple}{{3}{8}}
94 \@writefile{loa}{\contentsline {algocf}{\numberline {3}{\ignorespaces Parralel GPU algorithm : outlines. \texttt  {<<<...>>>} indicates a GPU kernel parallel process.}}{8}}
95 \@writefile{lot}{\contentsline {table}{\numberline {I}{\ignorespaces  GPU (C2050, sm20) vs CPU timings.}}{8}}
96 \newlabel{tabresults}{{I}{8}}
97 \newlabel{secConclusion}{{VII}{8}}
98 \@writefile{toc}{\contentsline {section}{\numberline {VII}Conclusion}{8}}
99 \@writefile{toc}{\contentsline {section}{References}{8}}