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PEMOLA

pemola
panoptic-segmentation
occlusion
icme-2026
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Place Method before Backbone in segmentation tables

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  1. README.md +8 -8
README.md CHANGED
@@ -30,8 +30,8 @@ For source code, [installation](https://github.com/wenbo-wei/PEMOLA#installation
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  <table>
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  <thead>
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  <tr>
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- <th align="left" valign="middle" style="text-align: left; vertical-align: middle;">Backbone</th>
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  <th align="left" valign="middle" style="text-align: left; vertical-align: middle;">Method</th>
 
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  <th align="center" valign="middle" style="text-align: center; vertical-align: middle;">PQ</th>
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  <th align="center" valign="middle" style="text-align: center; vertical-align: middle;">PQ<sup>Th</sup></th>
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  <th align="center" valign="middle" style="text-align: center; vertical-align: middle;">PQ<sup>St</sup></th>
@@ -42,8 +42,8 @@ For source code, [installation](https://github.com/wenbo-wei/PEMOLA#installation
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  </thead>
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  <tbody>
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  <tr>
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- <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">ResNet-50</td>
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  <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">Mask2Former</td>
 
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">40.7</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">44.5</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">35.0</td>
@@ -52,8 +52,8 @@ For source code, [installation](https://github.com/wenbo-wei/PEMOLA#installation
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/weiwb/PEMOLA/resolve/main/mask2former_coco_olac.pth">download</a></td>
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  </tr>
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  <tr>
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- <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">ResNet-50</td>
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  <td align="left" valign="middle" style="text-align: left; vertical-align: middle;"><strong>+ PEMOLA</strong></td>
 
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>41.5</strong></td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>45.2</strong></td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>35.9</strong></td>
@@ -62,8 +62,8 @@ For source code, [installation](https://github.com/wenbo-wei/PEMOLA#installation
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/weiwb/PEMOLA/resolve/main/mask2former_pemola_coco_olac.pth">download</a></td>
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  </tr>
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  <tr>
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- <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">ResNet-50</td>
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  <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">Mask DINO</td>
 
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">44.0</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">48.5</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">37.3</td>
@@ -72,8 +72,8 @@ For source code, [installation](https://github.com/wenbo-wei/PEMOLA#installation
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/weiwb/PEMOLA/resolve/main/maskdino_coco_olac.pth">download</a></td>
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  </tr>
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  <tr>
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- <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">ResNet-50</td>
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  <td align="left" valign="middle" style="text-align: left; vertical-align: middle;"><strong>+ PEMOLA</strong></td>
 
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>44.8</strong></td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>49.4</strong></td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>37.8</strong></td>
@@ -89,8 +89,8 @@ For source code, [installation](https://github.com/wenbo-wei/PEMOLA#installation
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  <table>
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  <thead>
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  <tr>
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- <th align="left" valign="middle" style="text-align: left; vertical-align: middle;">Backbone</th>
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  <th align="left" valign="middle" style="text-align: left; vertical-align: middle;">Method</th>
 
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  <th align="center" valign="middle" style="text-align: center; vertical-align: middle;">PQ</th>
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  <th align="center" valign="middle" style="text-align: center; vertical-align: middle;">PQ<sup>Th</sup></th>
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  <th align="center" valign="middle" style="text-align: center; vertical-align: middle;">PQ<sup>St</sup></th>
@@ -101,8 +101,8 @@ For source code, [installation](https://github.com/wenbo-wei/PEMOLA#installation
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  </thead>
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  <tbody>
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  <tr>
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- <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">ResNet-50</td>
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  <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">Mask2Former</td>
 
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">61.5</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">54.0</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">66.9</td>
@@ -111,8 +111,8 @@ For source code, [installation](https://github.com/wenbo-wei/PEMOLA#installation
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/weiwb/PEMOLA/resolve/main/mask2former_cityscapes_olac.pth">download</a></td>
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  </tr>
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  <tr>
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- <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">ResNet-50</td>
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  <td align="left" valign="middle" style="text-align: left; vertical-align: middle;"><strong>+ PEMOLA</strong></td>
 
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>62.3</strong></td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>55.4</strong></td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>67.2</strong></td>
 
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  <table>
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  <thead>
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  <tr>
 
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  <th align="left" valign="middle" style="text-align: left; vertical-align: middle;">Method</th>
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+ <th align="left" valign="middle" style="text-align: left; vertical-align: middle;">Backbone</th>
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  <th align="center" valign="middle" style="text-align: center; vertical-align: middle;">PQ</th>
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  <th align="center" valign="middle" style="text-align: center; vertical-align: middle;">PQ<sup>Th</sup></th>
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  <th align="center" valign="middle" style="text-align: center; vertical-align: middle;">PQ<sup>St</sup></th>
 
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  </thead>
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  <tbody>
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  <tr>
 
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  <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">Mask2Former</td>
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+ <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">ResNet-50</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">40.7</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">44.5</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">35.0</td>
 
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/weiwb/PEMOLA/resolve/main/mask2former_coco_olac.pth">download</a></td>
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  </tr>
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  <tr>
 
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  <td align="left" valign="middle" style="text-align: left; vertical-align: middle;"><strong>+ PEMOLA</strong></td>
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+ <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">ResNet-50</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>41.5</strong></td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>45.2</strong></td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>35.9</strong></td>
 
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/weiwb/PEMOLA/resolve/main/mask2former_pemola_coco_olac.pth">download</a></td>
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  </tr>
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  <tr>
 
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  <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">Mask DINO</td>
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+ <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">ResNet-50</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">44.0</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">48.5</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">37.3</td>
 
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/weiwb/PEMOLA/resolve/main/maskdino_coco_olac.pth">download</a></td>
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  </tr>
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  <tr>
 
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  <td align="left" valign="middle" style="text-align: left; vertical-align: middle;"><strong>+ PEMOLA</strong></td>
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+ <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">ResNet-50</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>44.8</strong></td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>49.4</strong></td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>37.8</strong></td>
 
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  <table>
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  <thead>
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  <tr>
 
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  <th align="left" valign="middle" style="text-align: left; vertical-align: middle;">Method</th>
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+ <th align="left" valign="middle" style="text-align: left; vertical-align: middle;">Backbone</th>
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  <th align="center" valign="middle" style="text-align: center; vertical-align: middle;">PQ</th>
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  <th align="center" valign="middle" style="text-align: center; vertical-align: middle;">PQ<sup>Th</sup></th>
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  <th align="center" valign="middle" style="text-align: center; vertical-align: middle;">PQ<sup>St</sup></th>
 
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  </thead>
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  <tbody>
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  <tr>
 
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  <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">Mask2Former</td>
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+ <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">ResNet-50</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">61.5</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">54.0</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;">66.9</td>
 
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><a href="https://huggingface.co/weiwb/PEMOLA/resolve/main/mask2former_cityscapes_olac.pth">download</a></td>
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  </tr>
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  <tr>
 
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  <td align="left" valign="middle" style="text-align: left; vertical-align: middle;"><strong>+ PEMOLA</strong></td>
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+ <td align="left" valign="middle" style="text-align: left; vertical-align: middle;">ResNet-50</td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>62.3</strong></td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>55.4</strong></td>
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  <td align="center" valign="middle" style="text-align: center; vertical-align: middle;"><strong>67.2</strong></td>