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| -rw-r--r-- | algorithm.tex | 2 | ||||
| -rw-r--r-- | controlled.tex | 5 | ||||
| -rwxr-xr-x | data/face-frame-recognition-accuracy.py | 63 | ||||
| -rw-r--r-- | data/face-pr.csv | 23 | ||||
| -rw-r--r-- | experimental.tex | 4 | ||||
| -rw-r--r-- | kinect.aux | 43 | ||||
| -rw-r--r-- | kinect.bbl | 55 | ||||
| -rw-r--r-- | kinect.blg | 59 | ||||
| -rw-r--r-- | kinect.dvi | bin | 0 -> 20440 bytes | |||
| -rw-r--r-- | kinect.ilg | 115 | ||||
| -rw-r--r-- | kinect.ind | 0 | ||||
| -rw-r--r-- | kinect.log | 686 | ||||
| -rw-r--r-- | kinect.pdf | bin | 0 -> 132353 bytes | |||
| -rw-r--r-- | kinect.tex | 4 | ||||
| -rw-r--r-- | uncontrolled.tex | 6 |
15 files changed, 1052 insertions, 13 deletions
diff --git a/algorithm.tex b/algorithm.tex new file mode 100644 index 0000000..3686694 --- /dev/null +++ b/algorithm.tex @@ -0,0 +1,2 @@ +\section{Classification Algorithm} + diff --git a/controlled.tex b/controlled.tex deleted file mode 100644 index 002b490..0000000 --- a/controlled.tex +++ /dev/null @@ -1,5 +0,0 @@ -\section{Controlled Skeleton Recognition} -\label{sec:controlled} - -\subsection{Experiment design} -\subsection{Results} diff --git a/data/face-frame-recognition-accuracy.py b/data/face-frame-recognition-accuracy.py new file mode 100755 index 0000000..0d34cf9 --- /dev/null +++ b/data/face-frame-recognition-accuracy.py @@ -0,0 +1,63 @@ +#!/usr/bin/python +import os +import sys +import pickle + +prun = 0 +runs = {} +labels = {} +users = pickle.load((open(sys.argv[3]))) +recs = map(lambda x:0,users) +conf = {} +thresh = 0.0 +try: + thresh = float(sys.argv[4]) +except: + pass + +for line in open(sys.argv[1]): + line = line.split(',') + try: + run = int(line[3]) + except: + continue + user = line[1] + if run not in runs: + runs[run] = 0 + labels[run] = users.index(user) + 1 + +for line in open(sys.argv[2]): + line = line.split(',') + try: + run = int(line[3]) + except: + continue + user = line[1] + rec = ' '.join(line[6].split('@')[0].split('_')) + if run != prun and prun > 0: + runs[prun] = recs.index(max(recs))+1 + recs = map(lambda x:0,users) + recs[users.index(rec)] += 1 + conf[run] = float(line[7]) + prun = run + +t=0.0 +tp=0.0 +fp=0.0 +fn=0.0 +for (k,v) in runs.items(): + #print v,labels[k] + if v == 0 or conf[k] < thresh: + fn += 1 + elif v != labels[k]: + fp += 1 + else: + tp += 1 + t += 1 +#print runs[167],labels[167] +#print tp,fp,fn +#print("Precision: ",tp/(tp+fp)) +#print("False positives: ",fp/(tp+fp)) +#print("Recall: ",1.0-fn/t) +print str(tp/(tp+fp))+","+str(1.0-fn/t) + diff --git a/data/face-pr.csv b/data/face-pr.csv new file mode 100644 index 0000000..d595d13 --- /dev/null +++ b/data/face-pr.csv @@ -0,0 +1,23 @@ +0.292700597718,0.655321782178 +0.292700597718,0.655321782178 +0.29179496468,0.657355679702 +0.291432711465,0.658172778123 +0.290708205035,0.659190031153 +0.286904546278,0.664141414141 +0.280383988408,0.675064599483 +0.268973012135,0.693602693603 +0.250860351386,0.718411552347 +0.247600072451,0.725676664228 +0.243796413693,0.731797919762 +0.241260641188,0.734234234234 +0.237275855823,0.739694656489 +0.232204310813,0.751170046802 +0.230030791523,0.754330708661 +0.227857272233,0.757551669316 +0.205759826118,0.779049295775 +0.205759826118,0.779049295775 +0.205759826118,0.779049295775 +0.205759826118,0.779049295775 +0.199963774679,0.790760869565 +0.132946929904,0.893732970027 +0.0791523274769,0.929061784897 diff --git a/experimental.tex b/experimental.tex new file mode 100644 index 0000000..55887b4 --- /dev/null +++ b/experimental.tex @@ -0,0 +1,4 @@ +\section{Experiment} + +\subsection{Experiment design} +\subsection{Results} diff --git a/kinect.aux b/kinect.aux new file mode 100644 index 0000000..8899eca --- /dev/null +++ b/kinect.aux @@ -0,0 +1,43 @@ +\relax +\citation{kinect} +\citation{} +\@writefile{toc}{\contentsline {title}{On the Viability of Skeleton Recognition}{1}} +\@writefile{toc}{\contentsline {author}{Anonymous ECCV submission}{1}} +\@writefile{toc}{\contentsline {section}{\numberline {1}Introduction}{1}} +\newlabel{sec:intro}{{1}{1}} +\citation{gait-survey} +\citation{} +\citation{seven-issues} +\citation{face-survey} +\citation{zhao20063d} +\citation{mocap-survey} +\citation{kinect} +\citation{plagemann:icra10,ganapathi:cvpr10,leyvand:computer11} +\citation{openni} +\citation{kinect-sdk} +\@writefile{toc}{\contentsline {section}{\numberline {2}Related Work}{2}} +\newlabel{sec:related}{{2}{2}} +\citation{lfw} +\citation{deadbodies} +\@writefile{toc}{\contentsline {section}{\numberline {3}Skeleton uniqueness}{3}} +\newlabel{sec:uniqueness}{{3}{3}} +\@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Face recognition benchmark}{3}} +\@writefile{toc}{\contentsline {subsection}{\numberline {3.2}Experiment design}{3}} +\@writefile{toc}{\contentsline {subsection}{\numberline {3.3}Results}{3}} +\bibstyle{splncs} +\bibdata{references} +\bibcite{kinect}{1} +\bibcite{face-survey}{2} +\bibcite{zhao20063d}{3} +\bibcite{mocap-survey}{4} +\bibcite{plagemann:icra10}{5} +\bibcite{ganapathi:cvpr10}{6} +\bibcite{leyvand:computer11}{7} +\bibcite{lfw}{8} +\bibcite{deadbodies}{9} +\@writefile{toc}{\contentsline {section}{\numberline {4}Classification Algorithm}{4}} +\@writefile{toc}{\contentsline {section}{\numberline {5}Experiment}{4}} +\@writefile{toc}{\contentsline {subsection}{\numberline {5.1}Experiment design}{4}} +\@writefile{toc}{\contentsline {subsection}{\numberline {5.2}Results}{4}} +\@writefile{toc}{\contentsline {section}{\numberline {6}Conclusion}{4}} +\newlabel{sec:conclusion}{{6}{4}} diff --git a/kinect.bbl b/kinect.bbl new file mode 100644 index 0000000..46a87b7 --- /dev/null +++ b/kinect.bbl @@ -0,0 +1,55 @@ +\begin{thebibliography}{1} + +\bibitem{kinect} +: +\newblock (Kinect for xbox 360) + +\bibitem{face-survey} +Zhao, W., Chellappa, R., Phillips, P.J., Rosenfeld, A.: +\newblock Face recognition: A literature survey. +\newblock ACM Comput. Surv. \textbf{35} (2003) 399--458 + +\bibitem{zhao20063d} +Zhao, G., Liu, G., Li, H., Pietikainen, M.: +\newblock 3d gait recognition using multiple cameras. +\newblock In: Automatic Face and Gesture Recognition, 2006. FGR 2006. 7th + International Conference on, IEEE (2006) 529--534 + +\bibitem{mocap-survey} +Moeslund, T.B., Hilton, A., Krüger, V.: +\newblock A survey of advances in vision-based human motion capture and + analysis. +\newblock Computer Vision and Image Understanding \textbf{104} (2006) 90 -- + 126 + +\bibitem{plagemann:icra10} +Plagemann, C., Ganapathi, V., Koller, D., Thrun, S.: +\newblock Realtime identification and localization of body parts from depth + images. +\newblock In: Proc. International Conferences on Robotics and Automation (ICRA + 2010). (2010) + +\bibitem{ganapathi:cvpr10} +Ganapathi, V., Plagemann, C., Koller, D., Thrun, S.: +\newblock Real time motion capture using a single time-of-flight camera. +\newblock In: Proceedings of the Conference on Computer Vision and Pattern + Recognition (CVPR). (2010) + +\bibitem{leyvand:computer11} +Leyvand, T., Meekhof, C., Wei, Y.C., Sun, J., Guo, B.: +\newblock Kinect identity: Technology and experience. +\newblock Computer \textbf{44} (2011) 94--96 + +\bibitem{lfw} +Huang, G.B., Ramesh, M., Berg, T., Learned-Miller, E.: +\newblock Labeled faces in the wild: A database for studying face recognition + in unconstrained environments. +\newblock Technical Report 07-49, University of Massachusetts, Amherst (2007) + +\bibitem{deadbodies} +Ruff, C., Auerbach, B.: +\newblock Human body mass estimation: a comparison of “morphometric” and + “mechanical” methods. +\newblock American Journal of Physical Anthropology (\textbf{125}) 331--342 + +\end{thebibliography} diff --git a/kinect.blg b/kinect.blg new file mode 100644 index 0000000..c558dfb --- /dev/null +++ b/kinect.blg @@ -0,0 +1,59 @@ +This is BibTeX, Version 0.99d (TeX Live 2011/MacPorts 2011_3) +Capacity: max_strings=35307, hash_size=35307, hash_prime=30011 +The top-level auxiliary file: kinect.aux +The style file: splncs.bst +Database file #1: references.bib +Warning--I didn't find a database entry for "" +Warning--I didn't find a database entry for "gait-survey" +Warning--I didn't find a database entry for "seven-issues" +Warning--I didn't find a database entry for "openni" +Warning--I didn't find a database entry for "kinect-sdk" +Warning--empty author in kinect +Warning--there's no year in kinect +You can't pop an empty literal stack for entry kinect +while executing---line 2139 of file splncs.bst +Warning--there's no year in deadbodies +You can't pop an empty literal stack for entry deadbodies +while executing---line 2139 of file splncs.bst +You've used 9 entries, + 2043 wiz_defined-function locations, + 698 strings with 10666 characters, +and the built_in function-call counts, 2591 in all, are: += -- 251 +> -- 107 +< -- 6 ++ -- 39 +- -- 30 +* -- 181 +:= -- 355 +add.period$ -- 10 +call.type$ -- 9 +change.case$ -- 9 +chr.to.int$ -- 0 +cite$ -- 12 +duplicate$ -- 136 +empty$ -- 240 +format.name$ -- 30 +if$ -- 619 +int.to.chr$ -- 0 +int.to.str$ -- 9 +missing$ -- 7 +newline$ -- 47 +num.names$ -- 8 +pop$ -- 30 +preamble$ -- 1 +purify$ -- 0 +quote$ -- 0 +skip$ -- 96 +stack$ -- 0 +substring$ -- 151 +swap$ -- 67 +text.length$ -- 6 +text.prefix$ -- 0 +top$ -- 0 +type$ -- 0 +warning$ -- 3 +while$ -- 22 +width$ -- 10 +write$ -- 100 +(There were 2 error messages) diff --git a/kinect.dvi b/kinect.dvi Binary files differnew file mode 100644 index 0000000..5777cd9 --- /dev/null +++ b/kinect.dvi diff --git a/kinect.ilg b/kinect.ilg new file mode 100644 index 0000000..0de0b5d --- /dev/null +++ b/kinect.ilg @@ -0,0 +1,115 @@ +This is makeindex, version 2.15 [TeX Live 2011] (kpathsea + Thai support). +Scanning input file kinect.tex... +!! Input index error (file = kinect.tex, line = 1): + -- Unknown index keyword \documentclass[runningheads]. +!! Input index error (file = kinect.tex, line = 3): + -- Unknown index keyword \usepackage[dvips]. +!! Input index error (file = kinect.tex, line = 4): + -- Unknown index keyword \usepackage. +!! Input index error (file = kinect.tex, line = 5): + -- Unknown index keyword \usepackage. +!! Input index error (file = kinect.tex, line = 6): + -- Unknown index keyword \usepackage. +!! Input index error (file = kinect.tex, line = 7): + -- Unknown index keyword \usepackage. +!! Input index error (file = kinect.tex, line = 8): + -- Unknown index keyword \usepackage[width=122mm,left=12mm,paperwidth=146mm,height=193mm,top=12mm,paperheight=217mm]. +!! Input index error (file = kinect.tex, line = 9): + -- Unknown index keyword \usepackage. +!! Input index error (file = kinect.tex, line = 10): + -- Unknown index keyword \usepackage. +!! 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