mirror of https://github.com/alibaba/EasyCV.git
7.4 KiB
7.4 KiB
Segmentation Model Zoo
FCN
Pretrained on Pascal VOC 2012 + Aug.
| Algorithm | Config | Params (backbone/total) |
inference time(V100) (ms/img) |
mIoU | Download |
|---|---|---|---|---|---|
| fcn_r50_d8 | fcn_r50-d8_512x512_8xb4_60e_voc12aug | 23M/49M | 166ms | 69.01 | model - log |
UperNet
Pretrained on Pascal VOC 2012 + Aug.
| Algorithm | Config | Params (backbone/total) |
inference time(V100) (ms/img) |
mIoU | Download |
|---|---|---|---|---|---|
| upernet_r50 | upernet_r50_512x512_8xb4_60e_voc12aug | 23M/66M | 282.9ms | 76.59 | model - log |
Mask2former
Instance Segmentation on COCO
| Algorithm | Config | box MAP | Mask mAP | Download |
|---|---|---|---|---|
| mask2former_r50 | mask2former_r50_8xb2_e50_instance | 46.09 | 43.26 | model - log |
Panoptic Segmentation on COCO
| Algorithm | Config | PQ | box MAP | Mask mAP | Download |
|---|---|---|---|---|---|
| mask2former_r50 | mask2former_r50_8xb2_e50_panopatic | 51.64 | 44.81 | 41.88 | model - log |
SegFormer
Semantic segmentation models trained on CoCo_stuff164k.
| Algorithm | Config | Params (backbone/total) |
inference time(V100) (ms/img) |
mIoU | Download |
|---|---|---|---|---|---|
| SegFormer_B0 | segformer_b0_coco.py | 3.3M/3.8M | 47.2ms | 34.79 | model - log |
| SegFormer_B1 | segformer_b1_coco.py | 13.2M/13.7M | 46.8ms | 39.27 | model - log |
| SegFormer_B2 | segformer_b2_coco.py | 24.2M/27.5M | 49.1ms | 44.01 | model - log |
| SegFormer_B3 | segformer_b3_coco.py | 44.1M/47.4M | 52.3ms | 45.31 | model - log |
| SegFormer_B4 | segformer_b4_coco.py | 60.8M/64.1M | 58.5ms | 46.00 | model - log |
| SegFormer_B5 | segformer_b5_coco.py | 81.4M/85.7M | 99.2ms | 46.75 | model - log |