Polyp Segmentation on Kvasir
93.6Dice ScoreSSFormer
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SSFormerScale=L2022.07 | 93.6 | 89.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FCBFormerenhanced_with=S2S22024.12 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESFPNetScale=L2022.07 | 93.1 | 88.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SinGANSegmentation Baseline=Polyp-PVT2025.07 | 92.8 | 88.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSRF-Net2022.07 | 92.2 | 89.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSRF-Net2024.12 | 92.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Adaptively Distilled ControlNetSegmentation Baseline=Polyp-PVT2025.07 | 92 | 87.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransFuse-L*model_size=Large, variant=*2021.02 | 92 | 87 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ASPSBackbone=ViT-H2024.06 | 92 | 85.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FCBFormer2024.12 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransFuse-Smodel_size=Small2021.02 | 91.8 | 86.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransFuse-Lmodel_size=Large2021.02 | 91.8 | 86.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CaraNet2022.07 | 91.8 | 86.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Polyp-PVTSegmentation Baseline=Polyp-PVT2025.07 | 91.7 | 86.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Copy-PasteSegmentation Baseline=Polyp-PVT2025.07 | 91.7 | 87.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSFormer-Lvariant=Large2022.07 | 91.7 | 86.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESFPNet-Lvariant=Large2022.07 | 91.7 | 86.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSFormerPublished Venue=MICCAI'222024.06 | 91.7 | 86.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Polyp-PVTPublished Venue=AIR'232024.06 | 91.7 | 86.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ArSDMSegmentation Baseline=Polyp-PVT2025.07 | 91.5 | 86.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAM-EGParams(M)=3.72024.06 | 91.5 | 86.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFANetPublished Venue=PR'232024.06 | 91.5 | 86.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ASPSBackbone=Efficient-SAM2024.06 | 91.4 | 84.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ASPSBackbone=ViT-B2024.06 | 91.4 | 84.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Adaptively Distilled ControlNetSegmentation Baseline=nnUNet2025.07 | 91.3 | 85.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransUnet2021.02 | 91.3 | 85.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| KDASParams(M)=3.72023.12 | 91.3 | 84.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Adaptively Distilled ControlNetSegmentation Baseline=SANet2025.07 | 91.2 | 85.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HarDNet-MSEG2021.02 | 91.2 | 85.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UACANet-Lchannels=256, backbone=Res2Net, resolution=352x3522021.07 | 91.2 | 85.9 | — | — | — | 0.025 | — | — | — | — | — | — | — | — | |
| LDNetPublished Venue=MICCAI'222024.06 | 91.2 | 85.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| M2SNetBackbone=R2-502023.03 | 91.2 | 86.1 | 90.1 | 92.2 | — | 0.025 | — | — | — | — | — | — | — | — | |
| T2I-AdapterSegmentation Baseline=nnUNet2025.07 | 91.1 | 85.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ArSDMSegmentation Baseline=SANet2025.07 | 91.1 | 85.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ControlNetSegmentation Baseline=Polyp-PVT2025.07 | 91.1 | 86.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SETR-PUP2021.02 | 91.1 | 85.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HarDNet-CPS2023.12 | 91.1 | 85.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HarDNet-CPSParams(M)=33.32024.06 | 91.1 | 85.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SinGANSegmentation Baseline=SANet2025.07 | 91 | 85.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ControlNetSegmentation Baseline=SANet2025.07 | 90.8 | 85.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| LDNet2023.01 | 90.7 | 91.01 | — | — | — | — | 92.72 | 98.05 | 92.04 | 85.3 | 96.71 | 97.35 | — | — | |
| MSNetParams(M)=29.72023.12 | 90.7 | 86.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSNetParams(M)=29.72024.06 | 90.7 | 86.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| M2UNetParams(M)=28.72024.06 | 90.7 | 85.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSNetBackbone=R2-502023.03 | 90.7 | 86.2 | 89.3 | 92.2 | — | 0.028 | — | — | — | — | — | — | — | — | |
| UACANet-Schannels=32, backbone=Res2Net, resolution=352x3522021.07 | 90.5 | 85.2 | — | — | — | 0.026 | — | — | — | — | — | — | — | — | |
| UACANetPublished Venue=MM'212024.06 | 90.5 | 85.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SANetSegmentation Baseline=SANet2025.07 | 90.4 | 84.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| T2I-AdapterSegmentation Baseline=SANet2025.07 | 90.4 | 84.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| T2I-AdapterSegmentation Baseline=Polyp-PVT2025.07 | 90.4 | 85 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SANetPublished Venue=MICCAI'212024.06 | 90.4 | 84.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PraNet2023.01 | 90.32 | 90.26 | — | — | — | — | 93.9 | 97.33 | 89.87 | 84.55 | 95.98 | 96.75 | — | — | |
| Copy-PasteSegmentation Baseline=SANet2025.07 | 90.3 | 84.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SinGANSegmentation Baseline=nnUNet2025.07 | 90.2 | 85.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ArSDMSegmentation Baseline=nnUNet2025.07 | 90.2 | 84.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSNetPublished Venue=MICCAI'212024.06 | 90.2 | 84.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PraNetBackbone=R2-502023.03 | 90.1 | 84.8 | 88.5 | 91.5 | — | 0.03 | — | — | — | — | — | — | — | — | |
| SANet2023.01 | 89.92 | 90.26 | — | — | — | — | 92.06 | 98.2 | 91.14 | 83.97 | 96.54 | 97.18 | — | — | |
| ControlNetSegmentation Baseline=nnUNet2025.07 | 89.9 | 84.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Copy-PasteSegmentation Baseline=nnUNet2025.07 | 89.8 | 84.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PraNet2020.06 | 89.8 | 84 | 88.5 | 91.5 | 94.8 | 0.03 | — | — | — | — | — | — | — | — | |
| PraNet2021.02 | 89.8 | 84 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PraNet2021.07 | 89.8 | 84 | — | — | — | 0.03 | — | — | — | — | — | — | — | — | |
| PraNetParams(M)=32.62023.12 | 89.8 | 84 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PraNetParams(M)=32.62024.06 | 89.8 | 84 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PraNetPublished Venue=MICCAI'192024.06 | 89.8 | 84 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PraNet2024.12 | 89.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| nnUNetSegmentation Baseline=nnUNet2025.07 | 89.7 | 84.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deeplabv3+2022.07 | 89.7 | 85.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ACSNet2023.01 | 89.54 | 90.07 | — | — | — | — | 91.35 | 98.39 | 91.46 | 83.72 | 96.42 | 97.16 | — | — | |
| PEFNetParams(M)=28.02023.12 | 89.2 | 83.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PEFNetParams(M)=28.02024.06 | 89.2 | 83.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CCBANet2023.01 | 89.04 | 89.52 | — | — | — | — | 90.71 | 98.04 | 91.02 | 82.82 | 96.21 | 97.02 | — | — | |
| TransUnetBackbone=R-50 + ViT-B162023.03 | 86.9 | 81.6 | 84.7 | 89.9 | — | 0.04 | — | — | — | — | — | — | — | — | |
| KnowSAMLabeled ratio=10%, Specialist available=true2026.01 | 86.64 | 79.58 | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-net++2022.07 | 86.3 | 81.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SC-SAMLabeled ratio=10%, Specialist available=true2026.01 | 86.27 | 79.52 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MedSAMPublished Venue=Nature'242024.06 | 86.2 | 79.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UTNetBackbone=R-50 + ViT-B162023.03 | 86.2 | 80.3 | 84.3 | 88.6 | — | 0.042 | — | — | — | — | — | — | — | — | |
| SAMUSPublished Venue=ArXiv'232024.06 | 85.9 | 76.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RPG-SAMsupport samples=1, feature_encoder=DINOv2 (ViT-L/14), mask_generator=SAM22026.03 | 85.65 | 78.65 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAMLabeled ratio=10%, Specialist available=false2026.01 | 85.54 | 78.25 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SLAugenhanced_with=S2S22024.12 | 85.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SLAug2024.12 | 84.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SC-SAMLabeled ratio=5%, Specialist available=true2026.01 | 84.79 | 77.45 | — | — | — | — | — | — | — | — | — | — | — | — | |
| KnowSAMLabeled ratio=5%, Specialist available=true2026.01 | 84.78 | 77.03 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UNet++2023.01 | 84.77 | 85.32 | — | — | — | — | 89.23 | 97.2 | 85.57 | 76.42 | 94.23 | 95.44 | — | — | |
| SAM-AdapterPublished Venue=ICCV'232024.06 | 84.7 | 76.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCRNetPublished Venue=ISBI'222024.06 | 84.6 | 77.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAMPathPublished Venue=MICCAIW'232024.06 | 82.8 | 73 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAMLabeled ratio=5%, Specialist available=false2026.01 | 82.79 | 75.09 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UNet2023.01 | 82.6 | 83.64 | — | — | — | — | 87.04 | 97.25 | 84.28 | 73.39 | 93.89 | 95.05 | — | — | |
| UNet-BaseParameters=31M2026.02 | 82.47 | 71.28 | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-Net++Backbone=R2-502023.03 | 82.4 | 75.3 | 80.8 | 86.2 | — | 0.048 | — | — | — | — | — | — | — | — | |
| U-Net++Conference=TMI'192020.06 | 82.1 | 74.3 | 80.8 | 86.2 | 91 | 0.048 | — | — | — | — | — | — | — | — | |
| U-Net++2021.02 | 82.1 | 74.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-Net++2021.07 | 82.1 | 74.3 | — | — | — | 0.048 | — | — | — | — | — | — | — | — | |
| UNetParams(M)=7.62023.12 | 82.1 | 75.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UNetParams(M)=7.62024.06 | 82.1 | 75.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-NetBackbone=R2-502023.03 | 82.1 | 75.6 | 79.4 | 85.8 | — | 0.055 | — | — | — | — | — | — | — | — |