2019-03-25 01:22:43 +08:00
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2019-05-24 23:30:24 +08:00
< title > Model Zoo — torchreid 0.7.7 documentation< / title >
2019-03-25 01:22:43 +08:00
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< a href = "index.html" class = "icon icon-home" > torchreid
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2019-05-24 23:30:24 +08:00
0.7.7
2019-03-25 01:22:43 +08:00
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< h1 > Model Zoo< a class = "headerlink" href = "#model-zoo" title = "Permalink to this headline" > ¶< / a > < / h1 >
< ul class = "simple" >
< li > Results are presented in the format of < em > Rank-1 (mAP)< / em > .< / li >
< li > Classification layer is ignored when computing the model size.< / li >
< li > Unless specified otherwise, only < code class = "docutils literal notranslate" > < span class = "pre" > Random2DTranslation< / span > < / code > and < code class = "docutils literal notranslate" > < span class = "pre" > RandomHorizontalFlip< / span > < / code > are used for data augmentation.< / li >
< li > Asterisk (*) means the model is trained from scratch.< / li >
< li > Model weights can be downloaded by clicking the highlighted numbers.< / li >
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< table border = "1" class = "docutils" >
< thead >
< tr >
< th align = "left" > Model< / th >
< th align = "center" > # param (M)< / th >
< th align = "center" > Loss< / th >
< th align = "center" > Input< / th >
< th align = "center" > market1501< / th >
< th align = "center" > dukemtmcreid< / th >
< th align = "center" > msmt17< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td align = "left" > resnet50< / td >
< td align = "center" > 23.5< / td >
< td align = "center" > softmax< / td >
< td align = "center" > (256, 128)< / td >
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< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/resnet50_market_xent.zip" > 87.9 (70.4)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/resnet50_duke_xent.zip" > 78.3 (58.9)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/resnet50_msmt_xent.zip" > 63.2 (33.9)< / a > < / td >
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< / tr >
< tr >
< td align = "left" > resnet50_fc512< / td >
< td align = "center" > 24.6< / td >
< td align = "center" > softmax< / td >
< td align = "center" > (256, 128)< / td >
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< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/resnet50_fc512_market_xent.zip" > 90.8 (75.3)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/resnet50_fc512_duke_xent.zip" > 81.0 (64.0)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/resnet50_fc512_msmt_xent.zip" > 69.6 (38.4)< / a > < / td >
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< / tr >
< tr >
< td align = "left" > densenet121_fc512< / td >
< td align = "center" > 7.5< / td >
< td align = "center" > softmax< / td >
< td align = "center" > (256, 128)< / td >
2019-03-31 22:35:57 +08:00
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/densenet121_fc512_market_xent.zip" > 87.8 (68.0)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/densenet121_fc512_duke_xent.zip" > 79.7 (58.8)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/densenet121_fc512_msmt_xent.zip" > 67.6 (35.0)< / a > < / td >
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< / tr >
< tr >
< td align = "left" > se_resnet50_fc512< / td >
< td align = "center" > 27.1< / td >
< td align = "center" > softmax< / td >
< td align = "center" > (256, 128)< / td >
2019-03-31 22:35:57 +08:00
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/se_resnet50_fc512_market_xent.zip" > 91.9 (75.8)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/se_resnet50_fc512_duke_xent.zip" > 81.5 (63.7)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/se_resnet50_fc512_msmt_xent.zip" > 71.1 (39.8)< / a > < / td >
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< / tr >
< tr >
< td align = "left" > shufflenet< / td >
< td align = "center" > 0.9< / td >
< td align = "center" > softmax< / td >
< td align = "center" > (256, 128)< / td >
2019-03-31 22:35:57 +08:00
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/shufflenet_market_xent.zip" > 84.1(64.1)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/shufflenet_duke_xent.zip" > 73.4(51.9)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/shufflenet_msmt_xent.zip" > 51.3(24.2)< / a > < / td >
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< / tr >
< tr >
< td align = "left" > squeezenet1_0_fc512< / td >
< td align = "center" > 1.0< / td >
< td align = "center" > softmax< / td >
< td align = "center" > (256, 128)< / td >
2019-03-31 22:35:57 +08:00
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/squeezenet1_0_fc512_market_xent.zip" > 79.3 (52.2)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/squeezenet1_0_fc512_duke_xent.zip" > 66.6 (42.6)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/squeezenet1_0_fc512_msmt_xent.zip" > 44.1 (17.1)< / a > < / td >
2019-03-25 01:22:43 +08:00
< / tr >
< tr >
< td align = "left" > mobilenetv2_1dot0< / td >
< td align = "center" > 2.2< / td >
< td align = "center" > softmax< / td >
< td align = "center" > (256, 128)< / td >
< td align = "center" > < a href = "http://eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/mobilenetv2_1dot0_market.pth.tar" > 85.6 (67.3)< / a > < / td >
< td align = "center" > < a href = "http://eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/mobilenetv2_1dot0_duke.pth.tar" > 74.2 (54.7)< / a > < / td >
< td align = "center" > < a href = "http://eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/mobilenetv2_1dot0_msmt.pth.tar" > 57.4 (29.3)< / a > < / td >
< / tr >
< tr >
< td align = "left" > mobilenetv2_1dot4< / td >
< td align = "center" > 4.3< / td >
< td align = "center" > softmax< / td >
< td align = "center" > (256, 128)< / td >
< td align = "center" > < a href = "http://eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/mobilenetv2_1dot4_market.pth.tar" > 87.0 (68.5)< / a > < / td >
< td align = "center" > < a href = "http://eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/mobilenetv2_1dot4_duke.pth.tar" > 76.2 (55.8)< / a > < / td >
< td align = "center" > < a href = "http://eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/mobilenetv2_1dot4_msmt.pth.tar" > 60.1 (31.5)< / a > < / td >
< / tr >
< tr >
< td align = "left" > resnet50mid< / td >
< td align = "center" > 27.7< / td >
< td align = "center" > softmax< / td >
< td align = "center" > (256, 128)< / td >
2019-03-31 22:35:57 +08:00
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/resnet50mid_market_xent.zip" > 90.2 (76.0)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/resnet50mid_duke_xent.zip" > 81.6 (64.0)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/resnet50mid_msmt_xent.zip" > 69.0 (38.0)< / a > < / td >
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< / tr >
< tr >
< td align = "left" > mlfn< / td >
< td align = "center" > 32.5< / td >
< td align = "center" > softmax< / td >
< td align = "center" > (256, 128)< / td >
2019-03-31 22:35:57 +08:00
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/mlfn_market_xent.zip" > 90.1 (74.3)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/mlfn_duke_xent.zip" > 81.1 (63.2)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/mlfn_msmt_xent.zip" > 66.4 (37.2)< / a > < / td >
2019-03-25 01:22:43 +08:00
< / tr >
< tr >
< td align = "left" > hacnn< sup > *< / sup > < / td >
< td align = "center" > 3.7< / td >
< td align = "center" > softmax< / td >
< td align = "center" > (160, 64)< / td >
2019-03-31 22:35:57 +08:00
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/hacnn_market_xent.zip" > 90.9 (75.6)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/hacnn_duke_xent.zip" > 80.1 (63.2)< / a > < / td >
< td align = "center" > < a href = "http://www.eecs.qmul.ac.uk/~kz303/deep-person-reid/model-zoo/image-models/hacnn_msmt_xent.zip" > 64.7 (37.2)< / a > < / td >
2019-03-25 01:22:43 +08:00
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