文件名称:discrim_rf
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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.
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.
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下载文件列表
discrim_rf/
discrim_rf/trees/
__MACOSX/
__MACOSX/discrim_rf/
__MACOSX/discrim_rf/._trees
discrim_rf/.DS_Store
__MACOSX/discrim_rf/._.DS_Store
discrim_rf/createConfiguration.m
__MACOSX/discrim_rf/._createConfiguration.m
discrim_rf/createForegroundImages.m
__MACOSX/discrim_rf/._createForegroundImages.m
discrim_rf/createMatFilesBg.m
__MACOSX/discrim_rf/._createMatFilesBg.m
discrim_rf/createMatFilesFg.m
__MACOSX/discrim_rf/._createMatFilesFg.m
discrim_rf/decisiontree.cpp
__MACOSX/discrim_rf/._decisiontree.cpp
discrim_rf/decisiontree.h
__MACOSX/discrim_rf/._decisiontree.h
discrim_rf/decisiontree.h~
__MACOSX/discrim_rf/._decisiontree.h~
discrim_rf/dttest.cpp
__MACOSX/discrim_rf/._dttest.cpp
discrim_rf/dttest.mexa64
__MACOSX/discrim_rf/._dttest.mexa64
discrim_rf/dttrain.cpp
__MACOSX/discrim_rf/._dttrain.cpp
discrim_rf/dttrain.mexa64
__MACOSX/discrim_rf/._dttrain.mexa64
discrim_rf/dttrain.mexmaci64
__MACOSX/discrim_rf/._dttrain.mexmaci64
discrim_rf/evaluation.m
__MACOSX/discrim_rf/._evaluation.m
discrim_rf/extractLLC.m
__MACOSX/discrim_rf/._extractLLC.m
discrim_rf/extractSIFT.m
__MACOSX/discrim_rf/._extractSIFT.m
discrim_rf/feature.cpp
__MACOSX/discrim_rf/._feature.cpp
discrim_rf/feature.h
__MACOSX/discrim_rf/._feature.h
discrim_rf/feature.h~
__MACOSX/discrim_rf/._feature.h~
discrim_rf/generate_idsfile.m
__MACOSX/discrim_rf/._generate_idsfile.m
discrim_rf/generate_idsfile_fg.m
__MACOSX/discrim_rf/._generate_idsfile_fg.m
discrim_rf/generate_idsfile_fg_test.m
__MACOSX/discrim_rf/._generate_idsfile_fg_test.m
discrim_rf/generate_idsfile_test.m
__MACOSX/discrim_rf/._generate_idsfile_test.m
discrim_rf/generate_matinputfile.m
__MACOSX/discrim_rf/._generate_matinputfile.m
discrim_rf/generate_matinputfile_fg.m
__MACOSX/discrim_rf/._generate_matinputfile_fg.m
discrim_rf/generateDictionary.m
__MACOSX/discrim_rf/._generateDictionary.m
discrim_rf/generateSIFTGrid.m
__MACOSX/discrim_rf/._generateSIFTGrid.m
discrim_rf/generateSIFTGridBg.m
__MACOSX/discrim_rf/._generateSIFTGridBg.m
discrim_rf/getDistIdx.m
__MACOSX/discrim_rf/._getDistIdx.m
discrim_rf/getIdxXNewAction.m
__MACOSX/discrim_rf/._getIdxXNewAction.m
discrim_rf/getIdxYNewAction.m
__MACOSX/discrim_rf/._getIdxYNewAction.m
discrim_rf/GetSparseDataFunc.cpp
__MACOSX/discrim_rf/._GetSparseDataFunc.cpp
discrim_rf/GetSparseDataFunc.mexa64
__MACOSX/discrim_rf/._GetSparseDataFunc.mexa64
discrim_rf/linear.cpp
__MACOSX/discrim_rf/._linear.cpp
discrim_rf/linear.h
__MACOSX/discrim_rf/._linear.h
discrim_rf/litekmeans.m
__MACOSX/discrim_rf/._litekmeans.m
discrim_rf/LLC_coding_appr.m
__MACOSX/discrim_rf/._LLC_coding_appr.m
discrim_rf/LLC_pooling.m
__MACOSX/discrim_rf/._LLC_pooling.m
discrim_rf/mainfun.m
__MACOSX/discrim_rf/._mainfun.m
discrim_rf/mainfun.m~
__MACOSX/discrim_rf/._mainfun.m~
discrim_rf/make_dir.m
__MACOSX/discrim_rf/._make_dir.m
discrim_rf/maxIdxPascal.m
__MACOSX/discrim_rf/._maxIdxPascal.m
discrim_rf/MaxPoolingData.cpp
__MACOSX/discrim_rf/._MaxPoolingData.cpp
discrim_rf/MaxPoolingData.mexa64
__MACOSX/discrim_rf/._MaxPoolingData.mexa64
discrim_rf/nodeclassifier.cpp
__MACOSX/discrim_rf/._nodeclassifier.cpp
discrim_rf/nodeclassifier.h
__MACOSX/discrim_rf/._nodeclassifier.h
discrim_rf/outputBinaryFeature.m
__MACOSX/discrim_rf/._outputBinaryFeature.m
discrim_rf/parameters.cpp
__MACOSX/discrim_rf/._parameters.cpp
discrim_rf/parameters.h
__MACOSX/discrim_rf/._parameters.h
discrim_rf/parameters.h~
__MACOSX/discrim_rf/._parameters.h~
discrim_rf/parsave.m
__MACOSX/discrim_rf/._parsave.m
discrim_rf/README
__MACOSX/discrim_rf/._README
discrim_rf/README~
__MACOSX/discrim_rf/._README~
discrim_rf/saveFileFunc.m
__MACOSX/discrim_rf/._saveFileFunc.m
discrim_rf/saveFileFunc.m~
__MACOSX/discrim_rf/._saveFileFunc.m~
discrim_rf/sp_dist2.m
__MACOSX/discrim_rf/._sp_dist2.m
discrim_rf/sp_find_sift_grid.m
__MACOSX/discrim_rf/._sp_find_sift_grid.m
discrim_rf/sp_load_image.m
__MACOSX/discrim_rf/._sp_load_image.m
discrim_rf/sp_normalize_sift.m
__MACOSX/discrim_rf/._sp_normalize_sift.m
discrim_rf/test_RF.m
__MACOSX/discrim_rf/._test_RF.m
discrim_rf/train_RF.m
__MACOSX/discrim_rf/._train_RF.m
discrim_rf/treeaccessory.cpp
__MACOSX/discrim_rf/._treeaccessory.cpp
discrim_rf/treeaccessory.cpp~
__MACOSX/discrim_rf/._treeaccessory.cpp~
discrim_rf/treeaccessory.h
__MACOSX/discrim_rf/._treeaccessory.h
discrim_rf/treeaccessory.h~
__MACOSX/discrim_rf/._treeaccessory.h~
discrim_rf/VOCcode/
discrim_rf/VOCcode/PASemptyobject.m
__MACOSX/discrim_rf/VOCcode/
__MACOSX/discrim_rf/VOCcode/._PASemptyobject.m
discrim_rf/VOCcode/PASemptyrecord.m
__MACOSX/discrim_rf/VOCcode/._PASemptyrecord.m
discrim_rf/VOCcode/PASerrmsg.m
__MACOSX/discrim_rf/VOCcode/._PASerrmsg.m
discrim_rf/VOCcode/PASreadrecord.m
__MACOSX/discrim_rf/VOCcode/._PASreadrecord.m
discrim_rf/VOCcode/PASreadrectxt.m
__MACOSX/discrim_rf/VOCcode/._PASreadrectxt.m
discrim_rf/VOCcode/VOCap.m
__MACOSX/discrim_rf/VOCcode/._VOCap.m
discrim_rf/VOCcode/VOCevalaction.m
__MACOSX/discrim_rf/VOCcode/._VOCevalaction.m
discrim_rf/VOCcode/VOCevalcls.m
__MACOSX/discrim_rf/VOCcode/._VOCevalcls.m
discrim_rf/VOCcode/VOCevaldet.m
__MACOSX/discrim_rf/VOCcode/._VOCevaldet.m
discrim_rf/VOCcode/VOCevallayo
discrim_rf/trees/
__MACOSX/
__MACOSX/discrim_rf/
__MACOSX/discrim_rf/._trees
discrim_rf/.DS_Store
__MACOSX/discrim_rf/._.DS_Store
discrim_rf/createConfiguration.m
__MACOSX/discrim_rf/._createConfiguration.m
discrim_rf/createForegroundImages.m
__MACOSX/discrim_rf/._createForegroundImages.m
discrim_rf/createMatFilesBg.m
__MACOSX/discrim_rf/._createMatFilesBg.m
discrim_rf/createMatFilesFg.m
__MACOSX/discrim_rf/._createMatFilesFg.m
discrim_rf/decisiontree.cpp
__MACOSX/discrim_rf/._decisiontree.cpp
discrim_rf/decisiontree.h
__MACOSX/discrim_rf/._decisiontree.h
discrim_rf/decisiontree.h~
__MACOSX/discrim_rf/._decisiontree.h~
discrim_rf/dttest.cpp
__MACOSX/discrim_rf/._dttest.cpp
discrim_rf/dttest.mexa64
__MACOSX/discrim_rf/._dttest.mexa64
discrim_rf/dttrain.cpp
__MACOSX/discrim_rf/._dttrain.cpp
discrim_rf/dttrain.mexa64
__MACOSX/discrim_rf/._dttrain.mexa64
discrim_rf/dttrain.mexmaci64
__MACOSX/discrim_rf/._dttrain.mexmaci64
discrim_rf/evaluation.m
__MACOSX/discrim_rf/._evaluation.m
discrim_rf/extractLLC.m
__MACOSX/discrim_rf/._extractLLC.m
discrim_rf/extractSIFT.m
__MACOSX/discrim_rf/._extractSIFT.m
discrim_rf/feature.cpp
__MACOSX/discrim_rf/._feature.cpp
discrim_rf/feature.h
__MACOSX/discrim_rf/._feature.h
discrim_rf/feature.h~
__MACOSX/discrim_rf/._feature.h~
discrim_rf/generate_idsfile.m
__MACOSX/discrim_rf/._generate_idsfile.m
discrim_rf/generate_idsfile_fg.m
__MACOSX/discrim_rf/._generate_idsfile_fg.m
discrim_rf/generate_idsfile_fg_test.m
__MACOSX/discrim_rf/._generate_idsfile_fg_test.m
discrim_rf/generate_idsfile_test.m
__MACOSX/discrim_rf/._generate_idsfile_test.m
discrim_rf/generate_matinputfile.m
__MACOSX/discrim_rf/._generate_matinputfile.m
discrim_rf/generate_matinputfile_fg.m
__MACOSX/discrim_rf/._generate_matinputfile_fg.m
discrim_rf/generateDictionary.m
__MACOSX/discrim_rf/._generateDictionary.m
discrim_rf/generateSIFTGrid.m
__MACOSX/discrim_rf/._generateSIFTGrid.m
discrim_rf/generateSIFTGridBg.m
__MACOSX/discrim_rf/._generateSIFTGridBg.m
discrim_rf/getDistIdx.m
__MACOSX/discrim_rf/._getDistIdx.m
discrim_rf/getIdxXNewAction.m
__MACOSX/discrim_rf/._getIdxXNewAction.m
discrim_rf/getIdxYNewAction.m
__MACOSX/discrim_rf/._getIdxYNewAction.m
discrim_rf/GetSparseDataFunc.cpp
__MACOSX/discrim_rf/._GetSparseDataFunc.cpp
discrim_rf/GetSparseDataFunc.mexa64
__MACOSX/discrim_rf/._GetSparseDataFunc.mexa64
discrim_rf/linear.cpp
__MACOSX/discrim_rf/._linear.cpp
discrim_rf/linear.h
__MACOSX/discrim_rf/._linear.h
discrim_rf/litekmeans.m
__MACOSX/discrim_rf/._litekmeans.m
discrim_rf/LLC_coding_appr.m
__MACOSX/discrim_rf/._LLC_coding_appr.m
discrim_rf/LLC_pooling.m
__MACOSX/discrim_rf/._LLC_pooling.m
discrim_rf/mainfun.m
__MACOSX/discrim_rf/._mainfun.m
discrim_rf/mainfun.m~
__MACOSX/discrim_rf/._mainfun.m~
discrim_rf/make_dir.m
__MACOSX/discrim_rf/._make_dir.m
discrim_rf/maxIdxPascal.m
__MACOSX/discrim_rf/._maxIdxPascal.m
discrim_rf/MaxPoolingData.cpp
__MACOSX/discrim_rf/._MaxPoolingData.cpp
discrim_rf/MaxPoolingData.mexa64
__MACOSX/discrim_rf/._MaxPoolingData.mexa64
discrim_rf/nodeclassifier.cpp
__MACOSX/discrim_rf/._nodeclassifier.cpp
discrim_rf/nodeclassifier.h
__MACOSX/discrim_rf/._nodeclassifier.h
discrim_rf/outputBinaryFeature.m
__MACOSX/discrim_rf/._outputBinaryFeature.m
discrim_rf/parameters.cpp
__MACOSX/discrim_rf/._parameters.cpp
discrim_rf/parameters.h
__MACOSX/discrim_rf/._parameters.h
discrim_rf/parameters.h~
__MACOSX/discrim_rf/._parameters.h~
discrim_rf/parsave.m
__MACOSX/discrim_rf/._parsave.m
discrim_rf/README
__MACOSX/discrim_rf/._README
discrim_rf/README~
__MACOSX/discrim_rf/._README~
discrim_rf/saveFileFunc.m
__MACOSX/discrim_rf/._saveFileFunc.m
discrim_rf/saveFileFunc.m~
__MACOSX/discrim_rf/._saveFileFunc.m~
discrim_rf/sp_dist2.m
__MACOSX/discrim_rf/._sp_dist2.m
discrim_rf/sp_find_sift_grid.m
__MACOSX/discrim_rf/._sp_find_sift_grid.m
discrim_rf/sp_load_image.m
__MACOSX/discrim_rf/._sp_load_image.m
discrim_rf/sp_normalize_sift.m
__MACOSX/discrim_rf/._sp_normalize_sift.m
discrim_rf/test_RF.m
__MACOSX/discrim_rf/._test_RF.m
discrim_rf/train_RF.m
__MACOSX/discrim_rf/._train_RF.m
discrim_rf/treeaccessory.cpp
__MACOSX/discrim_rf/._treeaccessory.cpp
discrim_rf/treeaccessory.cpp~
__MACOSX/discrim_rf/._treeaccessory.cpp~
discrim_rf/treeaccessory.h
__MACOSX/discrim_rf/._treeaccessory.h
discrim_rf/treeaccessory.h~
__MACOSX/discrim_rf/._treeaccessory.h~
discrim_rf/VOCcode/
discrim_rf/VOCcode/PASemptyobject.m
__MACOSX/discrim_rf/VOCcode/
__MACOSX/discrim_rf/VOCcode/._PASemptyobject.m
discrim_rf/VOCcode/PASemptyrecord.m
__MACOSX/discrim_rf/VOCcode/._PASemptyrecord.m
discrim_rf/VOCcode/PASerrmsg.m
__MACOSX/discrim_rf/VOCcode/._PASerrmsg.m
discrim_rf/VOCcode/PASreadrecord.m
__MACOSX/discrim_rf/VOCcode/._PASreadrecord.m
discrim_rf/VOCcode/PASreadrectxt.m
__MACOSX/discrim_rf/VOCcode/._PASreadrectxt.m
discrim_rf/VOCcode/VOCap.m
__MACOSX/discrim_rf/VOCcode/._VOCap.m
discrim_rf/VOCcode/VOCevalaction.m
__MACOSX/discrim_rf/VOCcode/._VOCevalaction.m
discrim_rf/VOCcode/VOCevalcls.m
__MACOSX/discrim_rf/VOCcode/._VOCevalcls.m
discrim_rf/VOCcode/VOCevaldet.m
__MACOSX/discrim_rf/VOCcode/._VOCevaldet.m
discrim_rf/VOCcode/VOCevallayo
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