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EasyCV/docs/source/model_zoo_seg.md

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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_B5 segformer_b5_coco.py 81M/85M 99.2ms 46.75 model - log