2022-05-31 20:19:17 +08:00
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# Segmentation Model Zoo
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## FCN
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Pretrained on **Pascal VOC 2012 + Aug**.
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2022-07-27 10:52:05 +08:00
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| Algorithm | Config | Params<br/>(backbone/total) | inference time(V100)<br/>(ms/img) | mIoU | Download |
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| ---------- | ------------------------------------------------------------ | ------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ |
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| fcn_r50_d8 | [fcn_r50-d8_512x512_8xb4_60e_voc12aug](https://github.com/alibaba/EasyCV/tree/master/configs/segmentation/fcn/fcn_r50-d8_512x512_8xb4_60e_voc12aug.py) | 23M/49M | 166ms | 69.01 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/segmentation/fcn_r50/epoch_60.pth) - [log](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/segmentation/fcn_r50/20220525_203606.log.json) |
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2022-07-12 11:14:09 +08:00
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## UperNet
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Pretrained on **Pascal VOC 2012 + Aug**.
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2022-07-27 10:52:05 +08:00
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| Algorithm | Config | Params<br/>(backbone/total) | inference time(V100)<br/>(ms/img) | mIoU | Download |
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| ---------- | ------------------------------------------------------------ | ------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ |
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| upernet_r50 | [upernet_r50_512x512_8xb4_60e_voc12aug](https://github.com/alibaba/EasyCV/tree/master/configs/segmentation/upernet/upernet_r50_512x512_8xb4_60e_voc12aug.py) | 23M/66M | 282.9ms | 76.59 | [model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/segmentation/upernet_r50/epoch_60.pth) - [log](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/segmentation/upernet_r50/20220706_114712.log.json) |
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2022-08-08 18:17:01 +08:00
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## Mask2former
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### Instance Segmentation on COCO
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| Algorithm | Config | box MAP | Mask mAP | Download |
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| ---------- | ------------------------------------------------------------ | ------------------------ |----------|---------------------------------------------------------------------------- |
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| mask2former_r50 | [mask2former_r50_8xb2_e50_instance](https://github.com/alibaba/EasyCV/tree/master/configs/segmentation/mask2former/mask2former_r50_8xb2_e50_instance.py) | 46.09 | 43.26 |[model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/segmentation/mask2former_r50_instance/epoch_50.pth) - [log](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/segmentation/mask2former_r50_instance/20220620_113639.log.json) |
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### Panoptic Segmentation on COCO
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| Algorithm | Config | PQ | box MAP | Mask mAP | Download |
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| ---------- | ---------- | ------------------------------------------------------------ | ------------------------ |----------|---------------------------------------------------------------------------- |
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| mask2former_r50 | [mask2former_r50_8xb2_e50_panopatic](https://github.com/alibaba/EasyCV/tree/master/configs/segmentation/mask2former/mask2former_r50_8xb2_e50_panopatic.py) | 51.64 | 44.81 | 41.88 |[model](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/segmentation/mask2former_r50_panoptic/epoch_50.pth) - [log](http://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/EasyCV/modelzoo/segmentation/mask2former_r50_panoptic/20220629_170721.log.json) |
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