Polyp Segmentation on ETIS (test)
81.5Mean DiceSiamese-Diffusion
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Siamese-DiffusionBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 81.5 | 73.4 | — | — | — | — | — | — | — | — | — | — | |
| T2I-AdapterBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 81.1 | 73.4 | — | — | — | — | — | — | — | — | — | — | |
| CT-NetBase Architecture=CT-Net2025.05 | 81 | 73.4 | — | — | — | — | — | — | — | — | — | — | |
| ArSDMBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 80.9 | 73.5 | — | — | — | — | — | — | — | — | — | — | |
| ControlNetBase Architecture=CT-Net, Prior Type=Mask-Image joint (M+I)2025.05 | 80.9 | 73.1 | — | — | — | — | — | — | — | — | — | — | |
| ArSDMBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 80.6 | 72.9 | — | — | — | — | — | — | — | — | — | — | |
| T2I-AdapterBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 80.4 | 72.5 | — | — | — | — | — | — | — | — | — | — | |
| ColonFormerVariant=L2022.05 | 80.1 | 72.2 | — | — | — | — | — | — | — | — | — | — | |
| LACFormerprotocol=prompt-absent2026.03 | 79.8 | 72.2 | — | — | — | 0.016 | — | — | — | — | — | 0.884 | |
| SAM2-UNetResolution=352x352, Multi-scale training={1, 1.25}2024.08 | 79.6 | 72.3 | — | — | — | — | — | — | — | — | — | — | |
| ControlNetBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 79.5 | 71.7 | — | — | — | — | — | — | — | — | — | — | |
| Siamese-DiffusionBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 79.5 | 72 | — | — | — | — | — | — | — | — | — | — | |
| ArSDMBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 79.2 | 71.3 | — | — | — | — | — | — | — | — | — | — | |
| SinGAN-SegBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 79 | 71 | — | — | — | — | — | — | — | — | — | — | |
| ColonFormerVariant=S2022.05 | 78.9 | 71.1 | — | — | — | — | — | — | — | — | — | — | |
| Polyp-PVT2021.08 | 78.7 | 70.6 | 75 | 0.871 | 0.91 | 0.013 | — | — | — | — | 0.906 | — | |
| Polyp-PVTBase Architecture=Polyp-PVT2025.05 | 78.7 | 70.6 | — | — | — | — | — | — | — | — | — | — | |
| T2I-AdapterBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 78.6 | 69.7 | — | — | — | — | — | — | — | — | — | — | |
| Copy-PasteBase Architecture=CT-Net2025.05 | 78.1 | 70.6 | — | — | — | — | — | — | — | — | — | — | |
| ControlNetBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 78 | 69.5 | — | — | — | — | — | — | — | — | — | — | |
| Copy-PasteBase Architecture=SANet2025.05 | 77.4 | 68.8 | — | — | — | — | — | — | — | — | — | — | |
| ControlNetBase Architecture=Polyp-PVT, Prior Type=Mask-Image joint (M+I)2025.05 | 77.2 | 69.1 | — | — | — | — | — | — | — | — | — | — | |
| UACANet-Lvariant=large2021.07 | 76.6 | 68.9 | — | — | — | 0.012 | — | — | — | — | — | — | |
| SinGAN-SegBase Architecture=CT-Net, Prior Type=Mask-only (M)2025.05 | 76.4 | 68.7 | — | — | — | — | — | — | — | — | — | — | |
| IP-SAMprotocol=prompt-absent2026.03 | 76.4 | 69.6 | — | — | — | 0.021 | — | — | — | — | — | 0.868 | |
| ControlNetBase Architecture=Polyp-PVT, Prior Type=Mask-only (M)2025.05 | 76.1 | 68.1 | — | — | — | — | — | — | — | — | — | — | |
| ControlNetBase Architecture=SANet, Prior Type=Mask-Image joint (M+I)2025.05 | 75.8 | 66.5 | — | — | — | — | — | — | — | — | — | — | |
| KDASParams(M)=3.7, FLOPs (G)=2.012023.12 | 75.5 | 67.7 | — | — | — | — | — | — | — | — | — | — | |
| Siamese-DiffusionBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 75.4 | 66.6 | — | — | — | — | — | — | — | — | — | — | |
| MDSAMprotocol=prompt-absent2026.03 | 75.3 | 69.2 | — | — | — | 0.021 | — | — | — | — | — | 0.858 | |
| SANetVenue=MICCAI'212021.08 | 75 | 65.4 | 68.5 | 0.849 | 0.897 | 0.015 | — | — | — | — | 0.881 | — | |
| SANet2024.08 | 75 | 65.4 | — | — | — | — | — | — | — | — | — | — | |
| SANetBase Architecture=SANet2025.05 | 75 | 65.4 | — | — | — | — | — | — | — | — | — | — | |
| CaraNet2022.05 | 74.7 | 67.2 | — | — | — | — | — | — | — | — | — | — | |
| MMFIL-NetParams(M)=6.7, FLOPs (G)=4.322023.12 | 74.3 | 67 | — | — | — | — | — | — | — | — | — | — | |
| Copy-PasteBase Architecture=Polyp-PVT2025.05 | 74.2 | 66.7 | — | — | — | — | — | — | — | — | — | — | |
| SEPNetprotocol=prompt-absent2026.03 | 74.1 | 66.3 | — | — | — | 0.018 | — | — | — | — | — | 0.847 | |
| CaraNet2024.08 | 74 | 66 | — | — | — | — | — | — | — | — | — | — | |
| TransFuse-L*Variant=L*2022.05 | 73.7 | 66.3 | — | — | — | — | — | — | — | — | — | — | |
| SinGAN-SegBase Architecture=SANet, Prior Type=Mask-only (M)2025.05 | 73.7 | 65.4 | — | — | — | — | — | — | — | — | — | — | |
| SAM2-Adapterprotocol=prompt-absent2026.03 | 73.3 | 66.3 | — | — | — | 0.026 | — | — | — | — | — | 0.847 | |
| CFA-Net2024.08 | 73.2 | 65.5 | — | — | — | — | — | — | — | — | — | — | |
| TransUNet2022.05 | 73.1 | 66 | — | — | — | — | — | — | — | — | — | — | |
| AG-CUResNeSt-101Backbone=ResNeSt-101, Training Dataset=CVC-ClinicDB2021.05 | 70.1 | 61.3 | — | — | — | — | 75.5 | 69.3 | — | — | — | — | |
| MSEGVenue=arXiv'212021.08 | 70 | 63 | 67.1 | 0.828 | 0.89 | 0.015 | — | — | — | — | 0.854 | — | |
| UACANet-Svariant=small2021.07 | 69.4 | 61.5 | — | — | — | 0.023 | — | — | — | — | — | — | |
| ZoomNeXtprotocol=prompt-absent2026.03 | 69.3 | 62.5 | — | — | — | 0.023 | — | — | — | — | — | 0.841 | |
| EU-NetVenue=CRV'212021.08 | 68.7 | 60.9 | 63.6 | 0.793 | 0.841 | 0.067 | — | — | — | — | 0.807 | — | |
| HarDNet-MSEG2022.05 | 67.7 | 61.3 | — | — | — | — | — | — | — | — | — | — | |
| HarDNet-MSEGRetrained=true, Training Dataset=CVC-ClinicDB2021.05 | 65.9 | 58.3 | — | — | — | — | 67.6 | 70.5 | — | — | — | — | |
| ResUNet++2021.07 | 63.64 | 75.34 | — | — | — | — | 63.46 | 64.67 | — | — | — | — | |
| PraNetRetrained=true, Training Dataset=CVC-ClinicDB2021.05 | 63.1 | 55.5 | — | — | — | — | 76.2 | 59.7 | — | — | — | — | |
| PraNet2020.06 | 62.8 | 56.7 | 60 | 0.794 | 0.841 | 0.031 | — | — | — | — | — | — | |
| PraNet2021.07 | 62.8 | 56.7 | — | — | — | 0.031 | — | — | — | — | — | — | |
| PraNet2021.07 | 62.8 | 56.7 | — | — | — | — | — | — | — | — | — | — | |
| PraNet2022.05 | 62.8 | 56.7 | — | — | — | — | — | — | — | — | — | — | |
| PraNetVenue=MICCAI'202021.08 | 62.8 | 56.7 | 60 | 0.794 | 0.841 | 0.031 | — | — | — | — | 0.808 | — | |
| PraNet2024.08 | 62.8 | 56.7 | — | — | — | — | — | — | — | — | — | — | |
| ResUNet++ + CRFCRF=true2021.07 | 62.28 | 75.2 | — | — | — | — | 62.42 | 56.48 | — | — | — | — | |
| ResUNet++ + TTATTA=true2021.07 | 61.36 | 74.58 | — | — | — | — | 59.96 | 65.65 | — | — | — | — | |
| ResUNet++ + TTA + CRFTTA=true, CRF=true2021.07 | 60.18 | 74.26 | — | — | — | — | 59.14 | 57.55 | — | — | — | — | |
| TransNetRParams(M)=27.3, FLOPs (G)=10.092023.12 | 60 | 53 | — | — | — | — | — | — | — | — | — | — | |
| DoubleUNet (Dice loss)Loss function=Dice loss, Retrained=true, Training Dataset=CVC-ClinicDB2021.05 | 58.8 | 50 | — | — | — | — | 68.9 | 59.9 | — | — | — | — | |
| ACSNetVenue=MICCAI'202021.08 | 57.8 | 50.9 | 53 | 0.754 | 0.764 | 0.059 | — | — | — | — | 0.737 | — | |
| ResNet101-Mask-RCNNBackbone=ResNet-101, Retrained=true, Training Dataset=CVC-ClinicDB2021.05 | 56.5 | 46.9 | — | — | — | — | 56.5 | 63.9 | — | — | — | — | |
| DCRNetVenue=arXiv'212021.08 | 55.6 | 49.6 | 50.6 | 0.736 | 0.773 | 0.096 | — | — | — | — | 0.742 | — | |
| ResNet50-Mask-RCNNBackbone=ResNet-50, Retrained=true, Training Dataset=CVC-ClinicDB2021.05 | 50.1 | 41.2 | — | — | — | — | 54.6 | 57.3 | — | — | — | — | |
| DoubleUNet (BCE loss)Loss function=BCE loss, Retrained=true, Training Dataset=CVC-ClinicDB2021.05 | 48.2 | 40 | — | — | — | — | 71.3 | 47.5 | — | — | — | — | |
| SFA2022.05 | 46.7 | 32.9 | — | — | — | — | — | — | — | — | — | — | |
| SAMSupervision type=point2023.05 | 42.9 | — | 43.9 | 0.503 | — | — | — | — | 0.512 | — | — | — | |
| U-Net++2020.06 | 40.1 | 34.4 | 39 | 0.683 | 0.776 | 0.035 | — | — | — | — | — | — | |
| U-Net++2021.07 | 40.1 | 34.4 | — | — | — | 0.035 | — | — | — | — | — | — | |
| UNet++2022.05 | 40.1 | 34.4 | — | — | — | — | — | — | — | — | — | — | |
| UNet++Venue=DLMIA'182021.08 | 40.1 | 34.4 | 39 | 0.683 | 0.776 | 0.035 | — | — | — | — | 0.629 | — | |
| DDANetRetrained=true, Training Dataset=CVC-ClinicDB2021.05 | 40 | 31.3 | — | — | — | — | 50.7 | 46.4 | — | — | — | — | |
| U-Net2020.06 | 39.8 | 33.5 | 36.6 | 0.684 | 0.74 | 0.036 | — | — | — | — | — | — | |
| U-Net2021.07 | 39.8 | 33.5 | — | — | — | 0.036 | — | — | — | — | — | — | |
| UNet2022.05 | 39.8 | 33.5 | — | — | — | — | — | — | — | — | — | — | |
| U-NetVenue=MICCAI'152021.08 | 39.8 | 33.5 | 36.6 | 0.684 | 0.74 | 0.036 | — | — | — | — | 0.643 | — | |
| ASPSprotocol=prompt-absent2026.03 | 36.2 | 31.3 | — | — | — | 0.039 | — | — | — | — | — | 0.66 | |
| SFAsource=released code2020.06 | 29.7 | 21.7 | 23.1 | 0.557 | 0.633 | 0.109 | — | — | — | — | — | — | |
| SFA2021.07 | 29.7 | 21.7 | — | — | — | 0.109 | — | — | — | — | — | — | |
| SFAVenue=MICCAI'19, implementation=published code2021.08 | 29.7 | 21.7 | 23.1 | 0.557 | 0.632 | 0.109 | — | — | — | — | 0.531 | — | |
| SAM-Adapterprotocol=prompt-absent2026.03 | 22.3 | 18.9 | — | — | — | 0.07 | — | — | — | — | — | 0.596 | |
| ColonSegNetRetrained=true, Training Dataset=CVC-ClinicDB2021.05 | 21.7 | 11 | — | — | — | — | 65.4 | 14.4 | — | — | — | — | |
| ResUNet++Retrained=true, Training Dataset=CVC-ClinicDB2021.05 | 21.1 | 15.5 | — | — | — | — | 30.9 | 20.3 | — | — | — | — | |
| ColonSegNetParams(M)=5, FLOPs (G)=6.222023.12 | 16 | 12 | — | — | — | — | — | — | — | — | — | — | |
| SAM-PSupervision type=point2023.05 | 14.4 | — | 62.5 | 0.715 | — | — | — | — | 0.719 | — | — | — | |
| WSSAPub.=CVPR20, Supervision type=point2023.05 | 12.3 | — | 64.7 | 0.762 | — | — | — | — | 0.733 | — | — | — | |
| SCWSPub.=AAAI21, Supervision type=point2023.05 | 8.5 | — | 64.6 | 0.731 | — | — | — | — | 0.768 | — | — | — | |
| TELPub.=CVPR22, Supervision type=point2023.05 | 8.3 | — | 63.9 | 0.726 | — | — | — | — | 0.776 | — | — | — | |
| SCODPub.=AAAI23, Supervision type=point2023.05 | 7.1 | — | 66.4 | 0.766 | — | — | — | — | 0.802 | — | — | — | |
| SCOD+Supervision type=point, Framework=WS-SAM2023.05 | 6.6 | — | 67 | 0.769 | — | — | — | — | 0.811 | — | — | — | |
| WS-SAM (Ours)Supervision type=point2023.05 | 3.7 | — | 69.4 | 0.797 | — | — | — | — | 0.849 | — | — | — | |
| CAMFEvaluation Protocol=Zero-shot2024.10 | — | — | 33 | 0.62 | — | 0.087 | — | — | 0.57 | — | — | — | |
| CAMFEvaluation Protocol=Supervised2024.10 | — | — | 76 | 0.882 | — | 0.018 | — | — | 0.899 | — | — | — | |
| CLIP Surgery+SAMgeneric task prompt=Polyp2023.12 | — | — | 4.7 | 0.272 | — | — | — | — | 0.296 | 53.7 | — | — | |
| CLIP Surgery+SAMEvaluation Protocol=Zero-shot2024.10 | — | — | 4.7 | 0.272 | — | 0.537 | — | — | 0.296 | — | — | — | |
| GenSAMgeneric task prompt=Polyp2023.12 | — | — | 9 | 0.43 | — | — | — | — | 0.554 | 20.5 | — | — | |
| GenSAMEvaluation Protocol=Zero-shot2024.10 | — | — | 9 | 0.43 | — | 0.205 | — | — | 0.554 | — | — | — |