Polyp Segmentation on Kvasir (test)
97.4Dice CoefficientSupervised
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SupervisedVFM=false2026.03 | 97.4 | — | — | — | — | — | — | — | — | 0.9 | |
| SinGAN-SegBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 92.9 | 88.6 | — | — | — | — | — | — | — | — | |
| Siamese-DiffusionBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 92.9 | 89.1 | — | — | — | — | — | — | — | — | |
| UGCANetNote=Averaged over 5 runs2023.07 | 92.8 | 88.1 | — | — | — | — | — | — | — | — | |
| SinGAN-SegBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 92.8 | 88.1 | — | — | — | — | — | — | — | — | |
| PVT-GCASCADE2023.10 | 92.74 | 87.9 | — | — | — | — | — | — | — | — | |
| ColonFormerVariant=S2022.05 | 92.7 | 87.7 | — | — | — | — | — | — | — | — | |
| ColonFormer-SVariant=Small2023.07 | 92.7 | 87.7 | — | — | — | — | — | — | — | — | |
| PVT-CASCADE2023.10 | 92.58 | 87.76 | — | — | — | — | — | — | — | — | |
| ColonFormerVariant=L2022.05 | 92.4 | 87.6 | — | — | — | — | — | — | — | — | |
| DuATResolution=352x3522022.12 | 92.4 | 87.6 | — | — | — | 2.3 | — | — | — | — | |
| ColonFormer-LVariant=Large2023.07 | 92.4 | 87.6 | — | — | — | — | — | — | — | — | |
| TransFuse-L*Variant=L*2022.05 | 92 | 87 | — | — | — | — | — | — | — | — | |
| TransFuseResolution=352x3522022.12 | 92 | 87 | — | — | — | 2.3 | — | — | — | — | |
| TransFuse-L*Variant=Large2023.07 | 92 | 87 | — | — | — | — | — | — | — | — | |
| ControlNetBase Architecture=CT-Net, Prior Type=Mask-Image joint (M+I)2025.05 | 92 | 87.2 | — | — | — | — | — | — | — | — | |
| T2I-AdapterBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 91.9 | 86.9 | — | — | — | — | — | — | — | — | |
| CaraNet2022.05 | 91.8 | 86.5 | — | — | — | — | — | — | — | — | |
| CaraNetResolution=352x3522022.12 | 91.8 | 86.5 | — | — | — | 2.3 | — | — | — | — | |
| UCTransNetResolution=352x3522022.12 | 91.8 | 86 | — | — | — | 2.3 | — | — | — | — | |
| CaraNet2023.07 | 91.8 | 86.5 | — | — | — | — | — | — | — | — | |
| CaraNet2023.10 | 91.8 | 86.5 | — | — | — | — | — | — | — | — | |
| Polyp-PVTResolution=352x3522022.12 | 91.7 | 86.4 | — | — | — | 2.3 | — | — | — | — | |
| Polyp-PVTBase Architecture=Polyp-PVT2025.05 | 91.7 | 86.4 | — | — | — | — | — | — | — | — | |
| Copy-PasteBase Architecture=Polyp-PVT2025.05 | 91.7 | 87.1 | — | — | — | — | — | — | — | — | |
| CT-NetBase Architecture=CT-Net2025.05 | 91.7 | 86.3 | — | — | — | — | — | — | — | — | |
| ControlNetBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 91.7 | 86.9 | — | — | — | — | — | — | — | — | |
| BDG-NetFLOPs(G)=10.84, Resolution=352x3522022.01 | 91.5 | 86.5 | 90.6 | 92.3 | 97.2 | 2.1 | — | — | — | — | |
| ArSDMBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 91.5 | 86.3 | — | — | — | — | — | — | — | — | |
| ControlNetBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 91.5 | 86.3 | — | — | — | — | — | — | — | — | |
| Copy-PasteBase Architecture=CT-Net2025.05 | 91.5 | 86.3 | — | — | — | — | — | — | — | — | |
| TransUNet2022.05 | 91.3 | 85.7 | — | — | — | — | — | — | — | — | |
| TransUNetResolution=352x3522022.12 | 91.3 | 85.7 | — | — | — | 2.8 | — | — | — | — | |
| TransUNet2023.07 | 91.3 | 85.7 | — | — | — | — | — | — | — | — | |
| KDASParams(M)=3.7, FLOPs (G)=2.012023.12 | 91.3 | 84.8 | — | — | — | — | — | — | — | — | |
| T2I-AdapterBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 91.3 | 86 | — | — | — | — | — | — | — | — | |
| PolypPVT2023.10 | 91.23 | 86.3 | — | — | — | — | — | — | — | — | |
| HarDNet-MSEG2022.05 | 91.2 | 85.7 | — | — | — | — | — | — | — | — | |
| HarDNet-MSEG2023.07 | 91.2 | 85.7 | — | — | — | — | — | — | — | — | |
| ControlNetBase Architecture=SANet, Prior Type=Mask-Image joint (M+I)2025.05 | 91.2 | 85.5 | — | — | — | — | — | — | — | — | |
| Siamese-DiffusionBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 91.2 | 85.5 | — | — | — | — | — | — | — | — | |
| SSFormerPVT2023.10 | 91.11 | 86.01 | — | — | — | — | — | — | — | — | |
| ArSDMBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 91.1 | 85.6 | — | — | — | — | — | — | — | — | |
| ControlNetBase Architecture=Polyp-PVT, Prior Type=Mask-Image joint (M+I)2025.05 | 91.1 | 86.2 | — | — | — | — | — | — | — | — | |
| Siamese-DiffusionBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 91.1 | 85.9 | — | — | — | — | — | — | — | — | |
| SinGAN-SegBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 91 | 85.8 | — | — | — | — | — | — | — | — | |
| MMFIL-NetParams(M)=6.7, FLOPs (G)=4.322023.12 | 90.9 | 85.8 | — | — | — | — | — | — | — | — | |
| UACANet-L2023.10 | 90.83 | 85.95 | — | — | — | — | — | — | — | — | |
| ControlNetBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 90.6 | 85 | — | — | — | — | — | — | — | — | |
| ArSDMBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 90.5 | 85.2 | — | — | — | — | — | — | — | — | |
| SANetBase Architecture=SANet2025.05 | 90.4 | 84.7 | — | — | — | — | — | — | — | — | |
| Copy-PasteBase Architecture=SANet2025.05 | 90.3 | 84.8 | — | — | — | — | — | — | — | — | |
| T2I-AdapterBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 89.9 | 84.1 | — | — | — | — | — | — | — | — | |
| PraNetFLOPs(G)=13.078, Resolution=352x3522022.01 | 89.8 | 84 | 88.5 | 91.5 | 94.8 | 3 | — | — | — | — | |
| PraNet2022.05 | 89.8 | 84 | — | — | — | — | — | — | — | — | |
| PraNetResolution=352x3522022.12 | 89.8 | 84 | — | — | — | 3 | — | — | — | — | |
| PraNet2023.07 | 89.8 | 84 | — | — | — | — | — | — | — | — | |
| PraNet2023.10 | 89.8 | 84 | — | — | — | — | — | — | — | — | |
| Tell2AdaptVFM=true2026.03 | 88.3 | — | — | — | — | — | — | — | — | 6.2 | |
| TransNetRParams(M)=27.3, FLOPs (G)=10.092023.12 | 87 | 80 | — | — | — | — | — | — | — | — | |
| U-Net++FLOPs(G)=65.925, Resolution=352x3522022.01 | 82.1 | 74.3 | 80.8 | 86.2 | 91 | 4.8 | — | — | — | — | |
| UNet++2022.05 | 82.1 | 74.3 | — | — | — | — | — | — | — | — | |
| UNet++Resolution=352x3522022.12 | 82.1 | 74.3 | — | — | — | 4.8 | — | — | — | — | |
| UNet++2023.07 | 82.1 | 74.3 | — | — | — | — | — | — | — | — | |
| UNet++2023.10 | 82.1 | 74.3 | — | — | — | — | — | — | — | — | |
| U-NetFLOPs(G)=25.965, Resolution=352x3522022.01 | 81.8 | 74.6 | 79.4 | 85.8 | 89.3 | 5.5 | — | — | — | — | |
| UNet2022.05 | 81.8 | 74.6 | — | — | — | — | — | — | — | — | |
| U-NetResolution=352x3522022.12 | 81.8 | 74.6 | — | — | — | 5.5 | — | — | — | — | |
| UNet2023.07 | 81.8 | 74.6 | — | — | — | — | — | — | — | — | |
| UNet2023.10 | 81.8 | 74.6 | — | — | — | — | — | — | — | — | |
| ResUNet++FLOPs(G)=134.109, Resolution=352x3522022.01 | 81.3 | 79.3 | — | — | — | — | — | — | — | — | |
| ResUNet-modResolution=352x3522022.01 | 79.1 | — | — | — | — | — | — | — | — | — | |
| SFAResolution=352x3522022.01 | 72.3 | 61.1 | 67 | 78.2 | 84.9 | 7.5 | — | — | — | — | |
| SFA2022.05 | 72.3 | 61.1 | — | — | — | — | — | — | — | — | |
| ProtoContraVFM=false2026.03 | 68.9 | — | — | — | — | — | — | — | — | 9.5 | |
| IAPCVFM=false2026.03 | 61.2 | — | — | — | — | — | — | — | — | 13.7 | |
| BaselineVFM=false2026.03 | 60.2 | — | — | — | — | — | — | — | — | 23.7 | |
| UPLVFM=false2026.03 | 60.2 | — | — | — | — | — | — | — | — | 11.4 | |
| ColonSegNetParams(M)=5, FLOPs (G)=6.222023.12 | 52 | 39 | — | — | — | — | — | — | — | — | |
| IPLCVFM=true2026.03 | 45.3 | — | — | — | — | — | — | — | — | 19.2 | |
| SRPLVFM=true2026.03 | 44.9 | — | — | — | — | — | — | — | — | 18.9 | |
| DFGVFM=true2026.03 | 26.8 | — | — | — | — | — | — | — | — | 87.5 | |
| CAMFEvaluation Protocol=Zero-shot2024.10 | — | — | 42.6 | 63.3 | — | 9.4 | — | — | — | — | |
| CAMFEvaluation Protocol=Supervised2024.10 | — | — | 97.7 | 97.3 | — | 0.8 | — | — | — | — | |
| PraNetEvaluation Protocol=Supervised2024.10 | — | — | 88.5 | 91.5 | — | 3 | — | — | — | — | |
| SAMSupervision type=point2023.05 | — | — | 54.5 | — | — | — | 32 | 56.4 | 58.2 | — | |
| SAM-PSupervision type=point2023.05 | — | — | 79.3 | — | — | — | 10.8 | 81.1 | 80.2 | — | |
| SCODPub.=AAAI23, Supervision type=point2023.05 | — | — | 85.3 | — | — | — | 7.1 | 87.7 | 83.6 | — | |
| SCOD+Supervision type=point, Framework=WS-SAM2023.05 | — | — | 86 | — | — | — | 6.8 | 88 | 83.6 | — | |
| SCWSPub.=AAAI21, Supervision type=point2023.05 | — | — | 83.7 | — | — | — | 7.8 | 86 | 83.1 | — | |
| TELPub.=CVPR22, Supervision type=point2023.05 | — | — | 81 | — | — | — | 9.1 | 82.6 | 80.4 | — | |
| UNetEvaluation Protocol=Supervised2024.10 | — | — | 79.4 | 85.8 | — | 5.5 | — | — | — | — | |
| WS-SAM (Ours)Supervision type=point2023.05 | — | — | 87.8 | — | — | — | 4.6 | 91.7 | 87.7 | — | |
| WSSAPub.=CVPR20, Supervision type=point2023.05 | — | — | 82.2 | — | — | — | 8.2 | 85.2 | 82.8 | — |