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EasyCV/docs/source/model_zoo_seg.md

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[feature] add segmentation modules (#71) * add segmentation module & add ResNetV1c & ResNetV1d & add benchmark
2022-05-31 20:19:17 +08:00
# Segmentation Model Zoo
## FCN
Pretrained on **Pascal VOC 2012 + Aug**.
add analyse tools (#133) * add analyse tools and model performance
2022-07-27 10:52:05 +08:00
| Algorithm | Config | Params<br/>(backbone/total) | inference time(V100)<br/>(ms/img) | mIoU | Download |
| ---------- | ------------------------------------------------------------ | ------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ |
| 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) |
add upernet algo (#118) * add upernet algo * fix import onnx bug
2022-07-12 11:14:09 +08:00
## UperNet
Pretrained on **Pascal VOC 2012 + Aug**.
add analyse tools (#133) * add analyse tools and model performance
2022-07-27 10:52:05 +08:00
| Algorithm | Config | Params<br/>(backbone/total) | inference time(V100)<br/>(ms/img) | mIoU | Download |
| ---------- | ------------------------------------------------------------ | ------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ |
| 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) |