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ResearchFormerly WizWand

Instance Segmentation on COCO (mAPmask50-95)

45mAPmask50-95Full-precision
29.9233.83537.7541.665Apr 12, 2026Apr 17, 2026Apr 22, 2026Apr 28, 2026May 3, 2026May 8, 2026May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Full-precisionNetwork=Swin-S + Cascade Mask R-CNN, #Bits=32/32, Size=427.82026.0545
Full-precisionNetwork=Swin-B + Cascade Mask R-CNN, #Bits=32/32, Size=579.92026.0545
RepQ-ViT + NBCNetwork=Swin-B + Cascade Mask R-CNN, #Bits=6/6, Size=126.12026.0544.9
RepQ-ViT + NBCNetwork=Swin-S + Cascade Mask R-CNN, #Bits=6/6, Size=91.32026.0544.8
RepQ-ViTNetwork=Swin-B + Cascade Mask R-CNN, #Bits=6/6, Size=112.12026.0544.8
RepQ-ViTNetwork=Swin-S + Cascade Mask R-CNN, #Bits=6/6, Size=83.42026.0544.6
YOLOv9e-segModel Size=extensive2026.0444.3
YOLOv9e-seg2026.0544.3
YOLOv8x-segModel Size=extra large2026.0443.4
YOLOv8x-seg2026.0543.4
RepQ-ViT + NBCNetwork=Swin-B + Cascade Mask R-CNN, #Bits=4/4, Size=90.12026.0543.4
Full-precisionNetwork=Swin-S + Mask R-CNN, #Bits=32/32, Size=276.52026.0543.3
RepQ-ViT + NBCNetwork=Swin-S + Cascade Mask R-CNN, #Bits=4/4, Size=64.82026.0543.1
RepQ-ViTNetwork=Swin-B + Cascade Mask R-CNN, #Bits=4/4, Size=76.12026.0543.1
RepQ-ViT + NBCNetwork=Swin-S + Mask R-CNN, #Bits=6/6, Size=61.22026.0543
RepQ-ViTNetwork=Swin-S + Cascade Mask R-CNN, #Bits=4/4, Size=56.92026.0543
RepQ-ViTNetwork=Swin-S + Mask R-CNN, #Bits=6/6, Size=53.32026.0542.8
YOLOv8l-segModel Size=large2026.0442.6
YOLOv8l-seg2026.0542.6
YOLOv9c-segModel Size=compact2026.0442.2
YOLOv9c-seg2026.0542.2
YOLOv8m-segModel Size=medium2026.0440.8
YOLOv8m-seg2026.0540.8
RepQ-ViT + NBCNetwork=Swin-S + Mask R-CNN, #Bits=4/4, Size=44.02026.0540.3
RepQ-ViTNetwork=Swin-S + Mask R-CNN, #Bits=4/4, Size=36.12026.0540
Mask R-CNNBackbone=ResNeXt-101, Architecture=FPN2026.0439.5
Mask R-CNNBackbone=X101-FPN2026.0539.5
Mask R-CNNBackbone=ResNet-101, Architecture=FPN2026.0438.6
Mask R-CNNBackbone=R101-FPN2026.0538.6
Mask R-CNNBackbone=ResNet-101, Architecture=DC52026.0437.3
Mask R-CNNBackbone=R101-DC52026.0537.3
Mask R-CNNBackbone=ResNet-50, Architecture=FPN2026.0437.2
Mask R-CNNBackbone=R50-FPN2026.0537.2
YOLOv8s-segModel Size=small2026.0436.8
YOLOv8s-seg2026.0536.8
Mask R-CNNBackbone=ResNet-101, Architecture=C42026.0436.7
Mask R-CNNBackbone=R101-C42026.0536.7
Mask R-CNNBackbone=ResNet-50, Architecture=DC52026.0435.9
Mask R-CNNBackbone=R50-DC52026.0535.9
Mask R-CNNBackbone=ResNet-50, Architecture=C42026.0434.4
Mask R-CNNBackbone=R50-C42026.0534.4
YOLOv8n-segModel Size=nano2026.0430.5
YOLOv8n-seg2026.0530.5