Instance Segmentation on COCO (mAPmask50-95)
45mAPmask50-95Full-precision
Evaluation Results
| Method | Links | |
|---|---|---|
| Full-precisionNetwork=Swin-S + Cascade Mask R-CNN, #Bits=32/32, Size=427.82026.05 | 45 | |
| Full-precisionNetwork=Swin-B + Cascade Mask R-CNN, #Bits=32/32, Size=579.92026.05 | 45 | |
| RepQ-ViT + NBCNetwork=Swin-B + Cascade Mask R-CNN, #Bits=6/6, Size=126.12026.05 | 44.9 | |
| RepQ-ViT + NBCNetwork=Swin-S + Cascade Mask R-CNN, #Bits=6/6, Size=91.32026.05 | 44.8 | |
| RepQ-ViTNetwork=Swin-B + Cascade Mask R-CNN, #Bits=6/6, Size=112.12026.05 | 44.8 | |
| RepQ-ViTNetwork=Swin-S + Cascade Mask R-CNN, #Bits=6/6, Size=83.42026.05 | 44.6 | |
| YOLOv9e-segModel Size=extensive2026.04 | 44.3 | |
| YOLOv9e-seg2026.05 | 44.3 | |
| YOLOv8x-segModel Size=extra large2026.04 | 43.4 | |
| YOLOv8x-seg2026.05 | 43.4 | |
| RepQ-ViT + NBCNetwork=Swin-B + Cascade Mask R-CNN, #Bits=4/4, Size=90.12026.05 | 43.4 | |
| Full-precisionNetwork=Swin-S + Mask R-CNN, #Bits=32/32, Size=276.52026.05 | 43.3 | |
| RepQ-ViT + NBCNetwork=Swin-S + Cascade Mask R-CNN, #Bits=4/4, Size=64.82026.05 | 43.1 | |
| RepQ-ViTNetwork=Swin-B + Cascade Mask R-CNN, #Bits=4/4, Size=76.12026.05 | 43.1 | |
| RepQ-ViT + NBCNetwork=Swin-S + Mask R-CNN, #Bits=6/6, Size=61.22026.05 | 43 | |
| RepQ-ViTNetwork=Swin-S + Cascade Mask R-CNN, #Bits=4/4, Size=56.92026.05 | 43 | |
| RepQ-ViTNetwork=Swin-S + Mask R-CNN, #Bits=6/6, Size=53.32026.05 | 42.8 | |
| YOLOv8l-segModel Size=large2026.04 | 42.6 | |
| YOLOv8l-seg2026.05 | 42.6 | |
| YOLOv9c-segModel Size=compact2026.04 | 42.2 | |
| YOLOv9c-seg2026.05 | 42.2 | |
| YOLOv8m-segModel Size=medium2026.04 | 40.8 | |
| YOLOv8m-seg2026.05 | 40.8 | |
| RepQ-ViT + NBCNetwork=Swin-S + Mask R-CNN, #Bits=4/4, Size=44.02026.05 | 40.3 | |
| RepQ-ViTNetwork=Swin-S + Mask R-CNN, #Bits=4/4, Size=36.12026.05 | 40 | |
| Mask R-CNNBackbone=ResNeXt-101, Architecture=FPN2026.04 | 39.5 | |
| Mask R-CNNBackbone=X101-FPN2026.05 | 39.5 | |
| Mask R-CNNBackbone=ResNet-101, Architecture=FPN2026.04 | 38.6 | |
| Mask R-CNNBackbone=R101-FPN2026.05 | 38.6 | |
| Mask R-CNNBackbone=ResNet-101, Architecture=DC52026.04 | 37.3 | |
| Mask R-CNNBackbone=R101-DC52026.05 | 37.3 | |
| Mask R-CNNBackbone=ResNet-50, Architecture=FPN2026.04 | 37.2 | |
| Mask R-CNNBackbone=R50-FPN2026.05 | 37.2 | |
| YOLOv8s-segModel Size=small2026.04 | 36.8 | |
| YOLOv8s-seg2026.05 | 36.8 | |
| Mask R-CNNBackbone=ResNet-101, Architecture=C42026.04 | 36.7 | |
| Mask R-CNNBackbone=R101-C42026.05 | 36.7 | |
| Mask R-CNNBackbone=ResNet-50, Architecture=DC52026.04 | 35.9 | |
| Mask R-CNNBackbone=R50-DC52026.05 | 35.9 | |
| Mask R-CNNBackbone=ResNet-50, Architecture=C42026.04 | 34.4 | |
| Mask R-CNNBackbone=R50-C42026.05 | 34.4 | |
| YOLOv8n-segModel Size=nano2026.04 | 30.5 | |
| YOLOv8n-seg2026.05 | 30.5 |