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<div class="section" id="model-zoo">
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<h1>Model Zoo<a class="headerlink" href="#model-zoo" title="Permalink to this headline">¶</a></h1>
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<ul class="simple">
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<li>Results are presented in the format of <em>Rank-1 (mAP)</em>.</li>
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<li>Classification layer is ignored when computing the model size.</li>
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<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>
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<li>Asterisk (*) means the model is trained from scratch.</li>
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<li>Model weights can be downloaded by clicking the highlighted numbers.</li>
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</ul>
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<table border="1" class="docutils">
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<thead>
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<tr>
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<th align="left">Model</th>
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<th align="center"># param (M)</th>
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<th align="center">Loss</th>
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<th align="center">Input</th>
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<th align="center">market1501</th>
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<th align="center">dukemtmcreid</th>
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<th align="center">msmt17</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td align="left">resnet50</td>
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<td align="center">23.5</td>
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<td align="center">softmax</td>
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<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>
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<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>
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<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>
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<tr>
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<td align="left">resnet50_fc512</td>
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<td align="center">24.6</td>
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<td align="center">softmax</td>
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<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>
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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_duke_xent.zip">81.0 (64.0)</a></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_msmt_xent.zip">69.6 (38.4)</a></td>
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</tr>
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<tr>
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<td align="left">densenet121_fc512</td>
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<td align="center">7.5</td>
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<td align="center">softmax</td>
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<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/densenet121_fc512_market_xent.zip">87.8 (68.0)</a></td>
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<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>
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<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>
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<tr>
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<td align="left">se_resnet50_fc512</td>
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<td align="center">27.1</td>
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<td align="center">softmax</td>
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<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/se_resnet50_fc512_market_xent.zip">91.9 (75.8)</a></td>
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<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>
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<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>
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<tr>
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<td align="left">shufflenet</td>
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<td align="center">0.9</td>
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<td align="center">softmax</td>
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<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/shufflenet_market_xent.zip">84.1(64.1)</a></td>
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<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>
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<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>
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<tr>
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<td align="left">squeezenet1_0_fc512</td>
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<td align="center">1.0</td>
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<td align="center">softmax</td>
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<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/squeezenet1_0_fc512_market_xent.zip">79.3 (52.2)</a></td>
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<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>
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<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>
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</tr>
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<tr>
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<td align="left">mobilenetv2_1dot0</td>
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<td align="center">2.2</td>
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<td align="center">softmax</td>
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<td align="center">(256, 128)</td>
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<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>
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<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>
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<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>
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</tr>
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<tr>
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<td align="left">mobilenetv2_1dot4</td>
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<td align="center">4.3</td>
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<td align="center">softmax</td>
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<td align="center">(256, 128)</td>
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<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>
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<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>
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<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>
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</tr>
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<tr>
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<td align="left">resnet50mid</td>
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<td align="center">27.7</td>
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<td align="center">softmax</td>
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<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/resnet50mid_market_xent.zip">90.2 (76.0)</a></td>
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<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>
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<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>
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<tr>
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<td align="left">mlfn</td>
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<td align="center">32.5</td>
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<td align="center">softmax</td>
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<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/mlfn_market_xent.zip">90.1 (74.3)</a></td>
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<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>
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<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>
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</tr>
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<tr>
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<td align="left">hacnn<sup>*</sup></td>
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<td align="center">3.7</td>
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<td align="center">softmax</td>
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<td align="center">(160, 64)</td>
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<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>
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<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>
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<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>
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</tr>
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</tbody>
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