文件名称:Transitive-Re-identification
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- 上传时间:2015-05-07
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文件大小:1.28mb
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行人再识别。人再次鉴定的准确性可以显著提高给定一个训练集,演示了外表的变化与非重叠的两个摄像头。我们测试时是否能保持这种优势直接标注的训练集并非对所有现场camera-pairs可用。给定的训练集捕捉相机A和B之间的对应关系和不同的训练集捕捉相机B和C之间的对应关系,传递鉴定算法(TRID)建议提供了一个分类器(A,C)对外观。该方法是基于统计建模和使用一个边缘化的推理过程。这种方法可以显著减少注释工作固有的学习系统。-Person re-identification accuracy can be significantly improved given a training set that demonstrates changes in appearances associated with the two non-overlapping cameras involved. Here we test whether this advantage can be maintained when directly annotated training sets are not available for all camera-pairs at the site. Given the training sets capturing correspondences between cameras A and B and a different training set capturing correspondences between cameras B and C, the Transitive Re-IDentification algorithm (TRID) suggested here provides a classifier for (A,C) appearance pairs. The proposed method is based on statistical modeling and uses a marginalization process for the inference. This approach significantly reduces the annotation effort inherent in a learning system, which goes down O(N^2) to O(N), for a site containing N cameras. Moreover, when adding camera (N+1), only one inter-camera training set is required for establishing all correspondences. In our experiments w
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下载文件列表
文件名 | 大小 | 更新时间 | |
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TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/ | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/batch_SAIVTSoft_DB_AdoptedForSimulation_folder_creation.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/CalcIntg2.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/ConvertNum2_kDigitStr2.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/CreateSingleImageFeatureVector.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/CreateSuperFVs.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/disptime.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/doTest_ICT.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/doTest_TRID2.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/doTrain_ICT.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/doTrain_ICT_Naive.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/FASTSVM_innerPredict.mexw32 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/findIndImageInStruct.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/GetSubIndForCamCombination.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/ICT.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/ICT_Naive.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/libsvm.dll | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/libsvmread.mexa64 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/libsvmread.mexw32 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/libsvmread.mexw32 3.11 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/libsvmread.mexw64 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/libsvmwrite.mexa64 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/libsvmwrite.mexw32 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/libsvmwrite.mexw32 3.11 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/libsvmwrite.mexw64 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/ListImagesForExperiment.mat | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/main_with_gui.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/mysvmpredict.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/mysvmtrain.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/new.mat | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/normalize.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/old.mat | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/PrepareDataForCurrentExperiment.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/RandomlySelect2.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/ReadSAIVTSoftData2Cameras.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/res.mat | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/resNew.mat | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/resOld.mat | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/SAIVTSoft | Average CMC | [A B C]=[1 5 7] | TestSetsCount=2.fig |
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/SAIVTSoft | Average CMC | [A B C]=[3 5 7] | TestSetsCount=2.fig |
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/SAIVTSoftBio_CamSetUp.jpg | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/SAIVTSoftBio_CamSetUp.png | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/simulation_gui.fig | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/simulation_gui.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/structCombSubInd.mat | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/superRandsample.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svmpredict 3.11.mexw64 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svm-predict.exe | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svmpredict.mexa64 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svmpredict.mexw32 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svmpredict.mexw32 3.11 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svmpredict.mexw64 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svm-scale.exe | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svm-toy.exe | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svmtrain 3.11.mexw64 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svm-train.exe | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svmtrain.mexa64 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svmtrain.mexw32 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svmtrain.mexw32 3.11 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svmtrain.mexw64 | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/svmtrans.cpp | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/timestamp.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/TRID.m | |||
TRID_BMVC2013_Code_Final_withoutImages/MATLAB Code/xml2struct.m | |||
TRID_BMVC2013_Code_Final_withoutImages/readme.txt | |||
TRID_BMVC2013_Code_Final_withoutImages/SAIVTSoft | Average CMC | [A B C]=[1 3 8] | TestSetsCount=10.fig |
TRID_BMVC2013_Code_Final_withoutImages/SAIVTSoft | Average CMC | [A B C]=[1 5 3] | TestSetsCount=10.fig |
TRID_BMVC2013_Code_Final_withoutImages/SAIVTSoft | Average CMC | [A B C]=[1 5 7] | TestSetsCount=10.fig |
TRID_BMVC2013_Code_Final_withoutImages/SAIVTSoft | Average CMC | [A B C]=[3 5 7] | TestSetsCount=10.fig |
TRID_BMVC2013_Code_Final_withoutImages/Transitive Re-identi_cation_BrandAvrahamLindenbaum_BMVC2013.pdf |
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