Polyp Segmentation on CVC-ColonDB (test)
70.9Mean DicePraNet
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PraNet2020.06 | 70.9 | 64 | 69.6 | 81.9 | 86.9 | 4.5 | — | — | — | — | — | — | |
| U-Net2020.06 | 51.2 | 44.4 | 49.8 | 71.2 | 77.6 | 6.1 | — | — | — | — | — | — | |
| U-Net++2020.06 | 48.3 | 41 | 46.7 | 69.1 | 76 | 6.4 | — | — | — | — | — | — | |
| SFAsource=released code2020.06 | 46.9 | 34.7 | 37.9 | 63.4 | 76.5 | 9.4 | — | — | — | — | — | — | |
| GRAFNet2026.02 | 0.9396 | 0.8865 | — | — | — | — | 0.9264 | 0.9741 | — | — | 0.9918 | 0.9185 | |
| MDPNet2026.02 | 0.9257 | 0.8636 | — | — | — | — | 0.8923 | 0.9641 | — | — | 0.9883 | 0.8512 | |
| FoBS2026.02 | 0.9134 | 0.8451 | — | — | — | — | 0.9182 | 0.8761 | — | — | 0.9756 | 0.8678 | |
| DilatedSegNet2026.02 | 0.9009 | 0.8416 | — | — | — | — | 0.8612 | 0.9454 | — | — | 0.9781 | 0.8567 | |
| DUCK-Net2026.02 | 0.8945 | 0.7148 | — | — | — | — | 0.8945 | 0.713 | — | — | 0.9451 | 0.8512 | |
| CMUNext2026.02 | 0.8648 | 0.7903 | — | — | — | — | 0.9134 | 0.8205 | — | — | 0.9527 | 0.8212 | |
| AGCNet2026.02 | 0.8483 | 0.759 | — | — | — | — | 0.8378 | 0.8605 | — | — | 0.9613 | 0.8067 | |
| ResUNet++CRF=false, TTA=true2021.07 | 0.8474 | 0.8466 | — | — | — | — | 0.8434 | 0.8118 | — | — | — | — | |
| ResUNet++CRF=false, TTA=false2021.07 | 0.8469 | 0.8456 | — | — | — | — | 0.8511 | 0.8003 | — | — | — | — | |
| UNet++2026.02 | 0.8463 | 0.7519 | — | — | — | — | 0.8189 | 0.8742 | — | — | 0.9603 | 0.8045 | |
| ResUNet++CRF=true, TTA=false2021.07 | 0.8458 | 0.8456 | — | — | — | — | 0.8497 | 0.7767 | — | — | — | — | |
| ResUNet++CRF=true, TTA=true2021.07 | 0.8452 | 0.8459 | — | — | — | — | 0.8411 | 0.8125 | — | — | — | — | |
| SGU-Net2026.02 | 0.8412 | 0.8022 | — | — | — | — | 0.8512 | 0.8319 | — | — | 0.9245 | 0.7998 | |
| FCB-Former2026.02 | 0.8317 | 0.7276 | — | — | — | — | 0.7734 | 0.9005 | — | — | 0.9698 | 0.7912 | |
| UGCANetNote=Averaged over 5 runs2023.07 | 0.827 | 0.749 | — | — | — | — | — | — | — | — | — | — | |
| ESFPNet-Larchitectures=ESFPNet-L2022.07 | 0.823 | 0.741 | — | 0.871 | 0.917 | 0.029 | — | — | — | — | — | — | |
| SegNet2026.02 | 0.8215 | 0.784 | — | — | — | — | 0.7867 | 0.8602 | — | — | 0.9026 | 0.7812 | |
| CE-Net2026.02 | 0.8167 | 0.7899 | — | — | — | — | 0.7934 | 0.8403 | — | — | 0.929 | 0.7756 | |
| ColonFormerVariant=S2022.05 | 0.811 | 0.73 | — | — | — | — | — | — | — | — | — | — | |
| ColonFormerVariant=L2022.05 | 0.811 | 0.733 | — | — | — | — | — | — | — | — | — | — | |
| ColonFormer-SVariant=Small2023.07 | 0.811 | 0.73 | — | — | — | — | — | — | — | — | — | — | |
| ColonFormer-LVariant=Large2023.07 | 0.811 | 0.733 | — | — | — | — | — | — | — | — | — | — | |
| FCN-8Sdescriptor=Otsu2021.07 | 0.81 | — | — | — | — | — | 0.748 | — | — | — | — | — | |
| SAM2-UNetResolution=352x352, Multi-scale training={1, 1.25}2024.08 | 0.808 | 0.73 | — | — | — | — | — | — | — | — | — | — | |
| MGNet2026.05 | 0.807 | 0.731 | — | 0.871 | — | 0.031 | — | — | — | 0.907 | — | — | |
| UNet2026.02 | 0.8027 | 0.7741 | — | — | — | — | 0.7978 | 0.8075 | — | — | 0.9301 | 0.7634 | |
| PVT-CASCADEPub/Year=WACV232026.05 | 0.801 | 0.725 | — | 0.862 | — | 0.029 | — | — | — | 0.903 | — | — | |
| ESFPNet-Sarchitectures=ESFPNet-S2022.07 | 0.795 | 0.711 | — | 0.854 | 0.905 | 0.032 | — | — | — | — | — | — | |
| ColonSegNet2026.02 | 0.792 | 0.6891 | — | — | — | — | 0.7287 | 0.8645 | — | — | 0.9693 | 0.7523 | |
| UACANet-Svariant=small2021.07 | 0.783 | 0.704 | — | — | — | 0.034 | — | — | — | — | — | — | |
| TransUNet2022.05 | 0.781 | 0.699 | — | — | — | — | — | — | — | — | — | — | |
| TransFuse-L*Variant=L*2022.05 | 0.781 | 0.706 | — | — | — | — | — | — | — | — | — | — | |
| ESFPNet-Tarchitectures=ESFPNet-T2022.07 | 0.781 | 0.699 | — | 0.843 | 0.895 | 0.036 | — | — | — | — | — | — | |
| TransUNet2023.07 | 0.781 | 0.699 | — | — | — | — | — | — | — | — | — | — | |
| TransFuse-L*Variant=Large2023.07 | 0.781 | 0.706 | — | — | — | — | — | — | — | — | — | — | |
| CaraNet2024.08 | 0.775 | 0.7 | — | — | — | — | — | — | — | — | — | — | |
| HarDNet-DFUSFPS=302022.09 | 0.774 | — | — | — | — | — | — | — | — | — | — | — | |
| CaraNet2022.05 | 0.773 | 0.689 | — | — | — | — | — | — | — | — | — | — | |
| CaraNet2023.07 | 0.773 | 0.689 | — | — | — | — | — | — | — | — | — | — | |
| SSFormerPub/Year=MMSP222026.05 | 0.756 | 0.683 | — | 0.841 | — | 0.034 | — | — | — | 0.875 | — | — | |
| SANet2024.08 | 0.752 | 0.669 | — | — | — | — | — | — | — | — | — | — | |
| HitNetPub/Year=AAAI232026.05 | 0.752 | 0.669 | — | 0.833 | — | 0.035 | — | — | — | 0.874 | — | — | |
| UACANet-Lvariant=large2021.07 | 0.751 | 0.678 | — | — | — | 0.039 | — | — | — | — | — | — | |
| SINet-V2Pub/Year=TPAMI222026.05 | 0.746 | 0.668 | — | 0.84 | — | 0.035 | — | — | — | 0.871 | — | — | |
| CFA-Net2024.08 | 0.743 | 0.665 | — | — | — | — | — | — | — | — | — | — | |
| HarDNet-MSEG2022.05 | 0.731 | 0.66 | — | — | — | — | — | — | — | — | — | — | |
| HarDNet-MSEGFPS=1082022.09 | 0.731 | — | — | — | — | — | — | — | — | — | — | — | |
| HarDNet-MSEG2023.07 | 0.731 | 0.66 | — | — | — | — | — | — | — | — | — | — | |
| PraNet2021.07 | 0.709 | 0.64 | — | — | — | 0.045 | — | — | — | — | — | — | |
| PraNet2021.07 | 0.709 | 0.64 | — | — | — | — | — | — | — | — | — | — | |
| PraNet2022.05 | 0.709 | 0.64 | — | — | — | — | — | — | — | — | — | — | |
| PraNet2023.07 | 0.709 | 0.64 | — | — | — | — | — | — | — | — | — | — | |
| PraNet2024.08 | 0.709 | 0.64 | — | — | — | — | — | — | — | — | — | — | |
| PraNetPub/Year=MICCAI202026.05 | 0.703 | 0.634 | — | 0.815 | — | 0.037 | — | — | — | 0.835 | — | — | |
| FCN-8Sdescriptor=Texton2021.07 | 0.7014 | — | — | — | — | — | 0.7566 | — | — | — | — | — | |
| SA-DOVA Descriptor2021.07 | 0.5533 | — | — | — | — | — | 0.6191 | — | — | — | — | — | |
| U-Net2021.07 | 0.512 | 0.444 | — | — | — | 0.061 | — | — | — | — | — | — | |
| UNet2022.05 | 0.512 | 0.444 | — | — | — | — | — | — | — | — | — | — | |
| UNet2023.07 | 0.512 | 0.444 | — | — | — | — | — | — | — | — | — | — | |
| U-Net++2021.07 | 0.483 | 0.41 | — | — | — | 0.064 | — | — | — | — | — | — | |
| UNet++2022.05 | 0.483 | 0.41 | — | — | — | — | — | — | — | — | — | — | |
| UNet++2023.07 | 0.483 | 0.41 | — | — | — | — | — | — | — | — | — | — | |
| SFA2021.07 | 0.469 | 0.347 | — | — | — | 0.094 | — | — | — | — | — | — | |
| SFA2022.05 | 0.469 | 0.347 | — | — | — | — | — | — | — | — | — | — | |
| SAMSupervision type=point2023.05 | — | — | 0.343 | 0.427 | — | — | — | — | 0.479 | 0.419 | — | — | |
| SAM-PSupervision type=point2023.05 | — | — | 0.587 | 0.671 | — | — | — | — | 0.194 | 0.664 | — | — | |
| SCODPub.=AAAI23, Supervision type=point2023.05 | — | — | 0.691 | 0.802 | — | — | — | — | 0.077 | 0.795 | — | — | |
| SCOD+Supervision type=point, Framework=WS-SAM2023.05 | — | — | 0.702 | 0.803 | — | — | — | — | 0.074 | 0.806 | — | — | |
| SCWSPub.=AAAI21, Supervision type=point2023.05 | — | — | 0.674 | 0.787 | — | — | — | — | 0.082 | 0.758 | — | — | |
| TELPub.=CVPR22, Supervision type=point2023.05 | — | — | 0.669 | 0.761 | — | — | — | — | 0.089 | 0.743 | — | — | |
| WS-SAM (Ours)Supervision type=point2023.05 | — | — | 0.721 | 0.816 | — | — | — | — | 0.043 | 0.839 | — | — | |
| WSSAPub.=CVPR20, Supervision type=point2023.05 | — | — | 0.645 | 0.713 | — | — | — | — | 0.127 | 0.732 | — | — |