discrim_rf
代码说明:
斯坦福大学的姚邦鹏开发的一个图像分类算法,使用random forest实现了图像的精细区域描述,赢得了PASCAL VOC2011图像分类竞赛中的winner prize.经测试,程序完全可运行,且提供了MAC和Windows下的两种程序。(Image Classification: An Integration of Randomization and Discrimination in A Dense Feature Representation The goal of our method is to identify the discriminative fine-grained image region that distinguishes different classes. To achieve this goal we sample image regions from dense sampling space and use a random forest algorithm with discriminative classifier. Each node of the tree of random forest is trained and tested with fine-grained image patches combining the information from upstream nodes together. We implemented each node of the tree with a discriminative SVM classifier, which makes the node as a strong classifier. )
文件列表:
discrim_rf
..........\.DS_Store,21508,2012-07-13
..........\createConfiguration.m,3702,2012-07-13
..........\createForegroundImages.m,2274,2012-07-13
..........\createMatFilesBg.m,3176,2012-07-13
..........\createMatFilesFg.m,2254,2012-07-13
..........\decisiontree.cpp,18061,2012-07-13
..........\decisiontree.h,1201,2012-07-13
..........\decisiontree.h~,1185,2012-07-13
..........\dttest.cpp,2871,2012-07-13
..........\dttest.mexa64,109187,2012-07-13
..........\dttrain.cpp,2568,2012-07-13
..........\dttrain.mexa64,109142,2012-07-13
..........\dttrain.mexmaci64,116400,2012-07-13
..........\evaluation.m,1205,2012-07-13
..........\extractLLC.m,1771,2012-07-13
..........\extractSIFT.m,2016,2012-07-13
..........\feature.cpp,4954,2012-07-13
..........\feature.h,828,2012-07-13
..........\feature.h~,843,2012-07-13
..........\generateDictionary.m,1643,2012-07-13
..........\generateSIFTGrid.m,410,2012-07-13
..........\generateSIFTGridBg.m,450,2012-07-13
..........\generate_idsfile.m,620,2012-07-13
..........\generate_idsfile_fg.m,668,2012-07-13
..........\generate_idsfile_fg_test.m,655,2012-07-13
..........\generate_idsfile_test.m,622,2012-07-13
..........\generate_matinputfile.m,1220,2012-07-13
..........\generate_matinputfile_fg.m,1171,2012-07-13
..........\getDistIdx.m,417,2012-07-13
..........\getIdxXNewAction.m,136,2012-07-13
..........\getIdxYNewAction.m,157,2012-07-13
..........\GetSparseDataFunc.cpp,1337,2012-07-13
..........\GetSparseDataFunc.mexa64,7359,2012-07-13
..........\linear.cpp,45191,2012-07-13
..........\linear.h,1919,2012-07-13
..........\litekmeans.m,451,2012-07-13
..........\LLC_coding_appr.m,1572,2012-07-13
..........\LLC_pooling.m,3061,2012-07-13
..........\mainfun.m,11,2012-07-13
..........\mainfun.m~,13,2012-07-13
..........\make_dir.m,115,2012-07-13
..........\maxIdxPascal.m,73,2012-07-13
..........\MaxPoolingData.cpp,3246,2012-07-13
..........\MaxPoolingData.mexa64,7698,2012-07-13
..........\nodeclassifier.cpp,13919,2012-07-13
..........\nodeclassifier.h,1016,2012-07-13
..........\outputBinaryFeature.m,7412,2012-07-13
..........\parameters.cpp,1295,2012-07-13
..........\parameters.h,495,2012-07-13
..........\parameters.h~,477,2012-07-13
..........\parsave.m,443,2012-07-13
..........\htm" target=_blank>README,2646,2012-08-14
..........\htm" target=_blank>README~,1939,2012-07-13
..........\saveFileFunc.m,509,2012-07-13
..........\saveFileFunc.m~,504,2012-07-13
..........\sp_dist2.m,979,2012-07-13
..........\sp_find_sift_grid.m,4046,2012-07-13
..........\sp_load_image.m,373,2012-07-13
..........\sp_normalize_sift.m,633,2012-07-13
..........\test_RF.m,441,2012-07-13
..........\train_RF.m,1800,2012-07-13
..........\treeaccessory.cpp,8687,2012-07-13
..........\treeaccessory.cpp~,8775,2012-07-13
..........\treeaccessory.h,570,2012-07-13
..........\treeaccessory.h~,527,2012-07-13
..........\trees
..........\trees.mat,722064,2012-07-13
..........\tron.cpp,5246,2012-07-13
..........\tron.cpp~,5262,2012-07-13
..........\tron.h,687,2012-07-13
..........\VOCcode
..........\.......\PASemptyobject.m,224,2012-07-13
..........\.......\PASemptyrecord.m,134,2012-07-13
..........\.......\PASerrmsg.m,297,2012-07-13
..........\.......\PASreadrecord.m,210,2012-07-13
..........\.......\PASreadrectxt.m,3179,2012-07-13
..........\.......\VOCap.m,224,2012-07-13
..........\.......\VOCevalaction.m,1340,2012-07-13
..........\.......\VOCevalcls.m,1172,2012-07-13
..........\.......\VOCevaldet.m,3331,2012-07-13
..........\.......\VOCevallayout_pr.m,3729,2012-07-13
..........\.......\VOCevalseg.m,3330,2012-07-13
..........\.......\VOChash_init.m,282,2012-07-13
..........\.......\VOChash_lookup.m,166,2012-07-13
..........\.......\VOCinit.m,5099,2012-07-13
..........\.......\VOCinit.m~,4370,2012-07-13
..........\.......\VOClabelcolormap.m,691,2012-07-13
..........\.......\VOCreadrecxml.m,2269,2012-07-13
..........\.......\VOCreadxml.m,210,2012-07-13
..........\.......\VOCwritexml.m,1166,2012-07-13
..........\.......\VOCxml2struct.m,1920,2012-07-13
..........\yblas.cpp,4675,2012-07-13
..........\yblas.cpp~,0,2012-07-13
..........\yblas.h,291,2012-07-13
..........\yblas.h~,0,2012-07-13
__MACOSX
........\._discrim_rf,197,2012-08-14
........\discrim_rf
........\..........\._.DS_Store,197,2012-07-13
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