Polyp Segmentation on EndoScene
91.9mDiceASPS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ASPSBackbone=ViT-H2024.06 | 91.9 | 85.2 | — | |
| ASPSBackbone=ViT-B2024.06 | 91.4 | 84.3 | — | |
| TransFuse-Lmodel_size=Large2021.02 | 90.4 | 83.8 | — | |
| Adaptively Distilled ControlNetSegmentation Baseline=Polyp-PVT2025.07 | 90.3 | 83.8 | — | |
| CaraNetResolution=352x352, Out-of-distribution evaluation=true2022.12 | 90.3 | 83.8 | 0.7 | |
| ArSDMSegmentation Baseline=SANet2025.07 | 90.2 | 83.2 | — | |
| TransFuse-Smodel_size=Small2021.02 | 90.2 | 83.3 | — | |
| UACANetPublished Venue=MM'212024.06 | 90.2 | 83.7 | — | |
| DuATResolution=352x352, Out-of-distribution evaluation=true2022.12 | 90.1 | 84 | 0.5 | |
| Polyp-PVTSegmentation Baseline=Polyp-PVT2025.07 | 90 | 83.3 | — | |
| Polyp-PVTResolution=352x352, Out-of-distribution evaluation=true2022.12 | 90 | 83.3 | 0.7 | |
| Polyp-PVTPublished Venue=AIR'232024.06 | 90 | 83.3 | — | |
| ASPSBackbone=Efficient-SAM2024.06 | 90 | 81.9 | — | |
| Copy-PasteSegmentation Baseline=SANet2025.07 | 89.7 | 83 | — | |
| SSFormerPublished Venue=MICCAI'222024.06 | 89.5 | 82.7 | — | |
| TransFuse-L*model_size=Large, variant=*2021.02 | 89.4 | 82.6 | — | |
| TransFuseResolution=352x352, Out-of-distribution evaluation=true2022.12 | 89.4 | 82.1 | 0.9 | |
| ControlNetSegmentation Baseline=SANet2025.07 | 89.3 | 82.1 | — | |
| TransUnet2021.02 | 89.3 | 82.4 | — | |
| TransUNetResolution=352x352, Out-of-distribution evaluation=true2022.12 | 89.3 | 82.1 | 0.9 | |
| LDNetPublished Venue=MICCAI'222024.06 | 89.3 | 82.6 | — | |
| CFANetPublished Venue=PR'232024.06 | 89.3 | 82.7 | — | |
| Adaptively Distilled ControlNetSegmentation Baseline=SANet2025.07 | 89.2 | 83.1 | — | |
| T2I-AdapterSegmentation Baseline=Polyp-PVT2025.07 | 89.2 | 82.4 | — | |
| T2I-AdapterSegmentation Baseline=SANet2025.07 | 89.1 | 81.9 | — | |
| SETR-PUP2021.02 | 88.9 | 81.4 | — | |
| SANetSegmentation Baseline=SANet2025.07 | 88.8 | 81.5 | — | |
| SANetPublished Venue=MICCAI'212024.06 | 88.8 | 81.5 | — | |
| HarDNet-MSEG2021.02 | 88.7 | 82.1 | — | |
| SSformerResolution=352x352, Out-of-distribution evaluation=true2022.12 | 88.7 | 82.1 | 0.7 | |
| SinGANSegmentation Baseline=SANet2025.07 | 88.3 | 81.6 | — | |
| ArSDMSegmentation Baseline=Polyp-PVT2025.07 | 88.2 | 81.2 | — | |
| Copy-PasteSegmentation Baseline=Polyp-PVT2025.07 | 88 | 80.9 | — | |
| Adaptively Distilled ControlNetSegmentation Baseline=nnUNet2025.07 | 87.7 | 79.8 | — | |
| PraNet2021.02 | 87.1 | 79.7 | — | |
| PraNetPublished Venue=MICCAI'192024.06 | 87.1 | 79.7 | — | |
| SinGANSegmentation Baseline=Polyp-PVT2025.07 | 87 | 79.7 | — | |
| MedSAMPublished Venue=Nature'242024.06 | 87 | 79.8 | — | |
| SinGANSegmentation Baseline=nnUNet2025.07 | 86.5 | 79.4 | — | |
| ArSDMSegmentation Baseline=nnUNet2025.07 | 86.2 | 79.1 | — | |
| MSNetPublished Venue=MICCAI'212024.06 | 86.2 | 79.6 | — | |
| ControlNetSegmentation Baseline=Polyp-PVT2025.07 | 86.1 | 78.8 | — | |
| SAMUSPublished Venue=ArXiv'232024.06 | 85.9 | 76 | — | |
| PraNetResolution=352x352, Out-of-distribution evaluation=true2022.12 | 85.1 | 79.7 | 1 | |
| Copy-PasteSegmentation Baseline=nnUNet2025.07 | 85 | 76.8 | — | |
| SAMPathPublished Venue=MICCAIW'232024.06 | 84.4 | 75.6 | — | |
| nnUNetSegmentation Baseline=nnUNet2025.07 | 84.3 | 76 | — | |
| ControlNetSegmentation Baseline=nnUNet2025.07 | 84.2 | 76.5 | — | |
| T2I-AdapterSegmentation Baseline=nnUNet2025.07 | 83.9 | 76.6 | — | |
| AutoSAMPublished Venue=ArXiv'232024.06 | 82.9 | 73.9 | — | |
| SAM-AdapterPublished Venue=ICCV'232024.06 | 81.5 | 72.5 | — | |
| DCRNetPublished Venue=ISBI'222024.06 | 75.3 | 67 | — | |
| SAM-LPublished Venue=ICCV'232024.06 | 72.6 | 67.6 | — | |
| U-Net2021.02 | 71 | 62.7 | — | |
| U-NetResolution=352x352, Out-of-distribution evaluation=true2022.12 | 71 | 62.7 | 2.2 | |
| UNetPublished Venue=MICCAI'152024.06 | 71 | 62.7 | — | |
| U-Net++2021.02 | 70.7 | 62.4 | — | |
| UNet++Resolution=352x352, Out-of-distribution evaluation=true2022.12 | 70.7 | 62.4 | 1.8 | |
| SAM-HPublished Venue=ICCV'232024.06 | 65.1 | 60.6 | — | |
| SurgicalSAMPublished Venue=AAAI'242024.06 | 62.3 | 47.2 | — | |
| SAMedPublished Venue=ArXiv'232024.06 | 33.2 | 20.2 | — |