Polyp Segmentation on ETIS
94.9Dice ScoreYOLO-SAM 2
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| YOLO-SAM 22024.09 | 94.9 | 90.4 | — | — | — | — | — | — | — | |
| MedCAGDParams=30.60 M, Flops=05.00 G2026.07 | 93.47 | — | — | — | — | — | — | — | — | |
| Yolo-SAM2024.09 | 93.3 | 87.5 | — | — | — | — | — | — | — | |
| EMCADParams=26.76 M, Flops=05.60 G2026.07 | 92.29 | — | — | — | — | — | — | — | — | |
| MCADSParams=50.90 M, Flops=61.89 G2026.07 | 92.24 | — | — | — | — | — | — | — | — | |
| Wavelet-Based Cross-Band Integration Framework2026.03 | 92.2 | 82.1 | — | — | — | — | — | — | — | |
| DeepLabv3+Params=39.76 M, Flops=14.92 G2026.07 | 90.73 | — | — | — | — | — | — | — | — | |
| Polyper2026.03 | 88.8 | 76 | — | — | — | — | — | — | — | |
| TransUNetParams=105.32 M, Flops=38.52 G2026.07 | 87.79 | — | — | — | — | — | — | — | — | |
| UCTransNetParams=65.60 M, Flops=56.70 G2026.07 | 87.35 | — | — | — | — | — | — | — | — | |
| Swin-UMambaParams=60.00 M, Flops=68.00 G2026.07 | 86.63 | — | — | — | — | — | — | — | — | |
| ASPSBackbone=ViT-H2024.06 | 86.1 | — | — | — | — | — | 76.9 | — | — | |
| ConvSegNet2026.03 | 85.9 | 66.7 | — | — | — | — | — | — | — | |
| ASPSBackbone=ViT-B2024.06 | 85.6 | — | — | — | — | — | 76.4 | — | — | |
| VM-UNetParams=27.43 M, Flops=04.12 G2026.07 | 85.52 | — | — | — | — | — | — | — | — | |
| ASPSBackbone=Efficient-SAM2024.06 | 85.4 | — | — | — | — | — | 75.8 | — | — | |
| Swin-UnetParams=27.17 M, Flops=06.20 G2026.07 | 85.1 | — | — | — | — | — | — | — | — | |
| PraNetParams=32.55 M, Flops=06.93 G2026.07 | 83.84 | — | — | — | — | — | — | — | — | |
| DuATResolution=352x352, Out-of-distribution evaluation=true2022.12 | 82.2 | 74.6 | 0.013 | — | — | — | — | — | — | |
| Adaptively Distilled ControlNetSegmentation Baseline=Polyp-PVT2025.07 | 80.8 | 73.1 | — | — | — | — | — | — | — | |
| ArSDMSegmentation Baseline=Polyp-PVT2025.07 | 80.6 | 72.9 | — | — | — | — | — | — | — | |
| nnU-NetParams=31.29 M, Flops=55.26 G2026.07 | 80.13 | — | — | — | — | — | — | — | — | |
| FAGF-Net2024.09 | 80.1 | 72.4 | — | — | — | — | — | — | — | |
| AutoSamParams=41.56 M, Flops=25.11 G, reported_from_paper=true2026.07 | 79.7 | — | — | — | — | — | — | — | — | |
| Adaptively Distilled ControlNetSegmentation Baseline=SANet2025.07 | 79.6 | 71.8 | — | — | — | — | — | — | — | |
| SSFormerPublished Venue=MICCAI'222024.06 | 79.6 | — | — | — | — | — | 72 | — | — | |
| SSFormer2024.09 | 79.6 | 72 | — | — | — | — | — | — | — | |
| Copy-PasteSegmentation Baseline=Polyp-PVT2025.07 | 79.2 | 71.3 | — | — | — | — | — | — | — | |
| Polyp-PVTSegmentation Baseline=Polyp-PVT2025.07 | 78.7 | 70.6 | — | — | — | — | — | — | — | |
| ControlNetSegmentation Baseline=Polyp-PVT2025.07 | 78.7 | 70.2 | — | — | — | — | — | — | — | |
| Polyp-PVTResolution=352x352, Out-of-distribution evaluation=true2022.12 | 78.7 | 70.6 | 0.013 | — | — | — | — | — | — | |
| Polyp-PVTPublished Venue=AIR'232024.06 | 78.7 | — | — | — | — | — | 70.6 | — | — | |
| Polyp-PVT2024.09 | 78.7 | 70.6 | — | — | — | — | — | — | — | |
| CaraNet2026.03 | 78.4 | 63.3 | — | — | — | — | — | — | — | |
| T2I-AdapterSegmentation Baseline=Polyp-PVT2025.07 | 78.1 | 69.8 | — | — | — | — | — | — | — | |
| ArSDMSegmentation Baseline=SANet2025.07 | 78 | 69.5 | — | — | — | — | — | — | — | |
| LDNetPublished Venue=MICCAI'222024.06 | 77.8 | — | — | — | — | — | 70.7 | — | — | |
| Copy-PasteSegmentation Baseline=SANet2025.07 | 77.4 | 68.8 | — | — | — | — | — | — | — | |
| IC-PolypSeg2024.09 | 77.4 | 69.2 | — | — | — | — | — | — | — | |
| UNet++Params=09.16 M, Flops=34.65 G2026.07 | 77.4 | — | — | — | — | — | — | — | — | |
| U-NetParams=34.53 M, Flops=65.53 G2026.07 | 76.85 | — | — | — | — | — | — | — | — | |
| AttnUNetParams=34.88 M, Flops=66.64 G2026.07 | 76.84 | — | — | — | — | — | — | — | — | |
| SSformerResolution=352x352, Out-of-distribution evaluation=true2022.12 | 76.7 | 69.8 | 0.016 | — | — | — | — | — | — | |
| T2I-AdapterSegmentation Baseline=SANet2025.07 | 76.4 | 67.2 | — | — | — | — | — | — | — | |
| ControlNetSegmentation Baseline=SANet2025.07 | 75.7 | 65.8 | — | — | — | — | — | — | — | |
| SAM-EGParams(M)=3.72024.06 | 75.7 | 68.1 | — | — | — | — | — | — | — | |
| BDG-Net2022.01 | 75.6 | 67.9 | — | — | — | — | — | — | — | |
| KDASParams(M)=3.72023.12 | 75.5 | 67.7 | — | — | — | — | — | — | — | |
| SANetSegmentation Baseline=SANet2025.07 | 75 | 65.4 | — | — | — | — | — | — | — | |
| SANetPublished Venue=MICCAI'212024.06 | 75 | — | — | — | — | — | 65.4 | — | — | |
| SAMUSPublished Venue=ArXiv'232024.06 | 75 | — | — | — | — | — | 61.8 | — | — | |
| SANet2024.09 | 75 | 65.4 | — | — | — | — | — | — | — | |
| CaraNetResolution=352x352, Out-of-distribution evaluation=true2022.12 | 74.7 | 67.2 | 0.017 | — | — | — | — | — | — | |
| MEGANet2026.03 | 74.7 | 59.8 | — | — | — | — | — | — | — | |
| LDNet2023.01 | 74.37 | 82.26 | — | 82.83 | 98.44 | 72.07 | 66.5 | 98.01 | 98.1 | |
| Adaptively Distilled ControlNetSegmentation Baseline=nnUNet2025.07 | 74.3 | 67.8 | — | — | — | — | — | — | — | |
| SinGANSegmentation Baseline=Polyp-PVT2025.07 | 74.2 | 66.7 | — | — | — | — | — | — | — | |
| Patch-MoE Mamba2026.05 | 74.04 | — | 0.0196 | — | — | — | 64.86 | — | — | |
| UNeXtParams=1.470 M, Flops=0.570 G2026.07 | 74.03 | — | — | — | — | — | — | — | — | |
| SinGANSegmentation Baseline=SANet2025.07 | 73.7 | 65.4 | — | — | — | — | — | — | — | |
| TransFuse-Lmodel_size=Large2021.02 | 73.7 | 66.1 | — | — | — | — | — | — | — | |
| TransFuse-L*model_size=Large, variant=*2021.02 | 73.7 | 66.3 | — | — | — | — | — | — | — | |
| TransFuseResolution=352x352, Out-of-distribution evaluation=true2022.12 | 73.7 | 65.4 | 0.02 | — | — | — | — | — | — | |
| TransFuse-Smodel_size=Small2021.02 | 73.3 | 65.9 | — | — | — | — | — | — | — | |
| ArSDMSegmentation Baseline=nnUNet2025.07 | 73.2 | 65.7 | — | — | — | — | — | — | — | |
| CFANetPublished Venue=PR'232024.06 | 73.2 | — | — | — | — | — | 65.5 | — | — | |
| CFA-Net2024.09 | 73.2 | 65.5 | — | — | — | — | — | — | — | |
| TransUnet2021.02 | 73.1 | 66 | — | — | — | — | — | — | — | |
| TransUNetResolution=352x352, Out-of-distribution evaluation=true2022.12 | 73.1 | 64 | 0.021 | — | — | — | — | — | — | |
| U-Net v22026.05 | 72.83 | — | 0.0242 | — | — | — | 63.78 | — | — | |
| SETR-PUP2021.02 | 72.6 | 64.6 | — | — | — | — | — | — | — | |
| VM-UNetV22026.05 | 72.56 | — | 0.018 | — | — | — | 63.68 | — | — | |
| PraNet2023.01 | 72.38 | 81.18 | — | 81.2 | 98.73 | 72.23 | 64.07 | 98.29 | 98.38 | |
| SANet2023.01 | 72.26 | 80.9 | — | 77.08 | 99.04 | 72.73 | 63.33 | 98.47 | 98.54 | |
| MSNetPublished Venue=MICCAI'212024.06 | 72 | — | — | — | — | — | 65 | — | — | |
| MSNet2024.09 | 72 | 65 | — | — | — | — | — | — | — | |
| MSNetParams(M)=29.72023.12 | 71.9 | 66.4 | — | — | — | — | — | — | — | |
| MSNetParams(M)=29.72024.06 | 71.9 | 66.4 | — | — | — | — | — | — | — | |
| VM-UNet2026.05 | 70.56 | — | 0.024 | — | — | — | 62.4 | — | — | |
| MSEG2024.09 | 70 | 63 | — | — | — | — | — | — | — | |
| ACSNet2023.01 | 69.44 | 79.37 | — | 78.31 | 98.44 | 68.81 | 60.96 | 97.78 | 97.89 | |
| Copy-PasteSegmentation Baseline=nnUNet2025.07 | 69.4 | 61.8 | — | — | — | — | — | — | — | |
| UACANetPublished Venue=MM'212024.06 | 69.4 | — | — | — | — | — | 61.5 | — | — | |
| T2I-AdapterSegmentation Baseline=nnUNet2025.07 | 69.2 | 61.7 | — | — | — | — | — | — | — | |
| nnUNetSegmentation Baseline=nnUNet2025.07 | 69.1 | 61.5 | — | — | — | — | — | — | — | |
| HarDNet-CPS2023.12 | 69 | 61.9 | — | — | — | — | — | — | — | |
| HarDNet-CPSParams(M)=33.32024.06 | 69 | 61.9 | — | — | — | — | — | — | — | |
| MedSAMPublished Venue=Nature'242024.06 | 68.7 | — | — | — | — | — | 60.4 | — | — | |
| HarDNet-MSEGresolution=312x3122021.01 | 67.7 | 61.3 | — | — | — | — | — | — | — | |
| HarDNet-MSEG2021.02 | 67.7 | 61.3 | — | — | — | — | — | — | — | |
| M2UNetParams(M)=28.72024.06 | 67 | 59.5 | — | — | — | — | — | — | — | |
| SinGANSegmentation Baseline=nnUNet2025.07 | 66.7 | 60.5 | — | — | — | — | — | — | — | |
| ControlNetSegmentation Baseline=nnUNet2025.07 | 66.6 | 59.1 | — | — | — | — | — | — | — | |
| PraNet2026.03 | 66.6 | 42.3 | — | — | — | — | — | — | — | |
| CRCNet2026.03 | 66.5 | 58.2 | — | — | — | — | — | — | — | |
| PEFNetParams(M)=28.02023.12 | 63.6 | 57.2 | — | — | — | — | — | — | — | |
| PEFNetParams(M)=28.02024.06 | 63.6 | 57.2 | — | — | — | — | — | — | — | |
| PraNetresolution=312x3122021.01 | 62.8 | 56.7 | — | — | — | — | — | — | — | |
| PraNet2021.02 | 62.8 | 56.7 | — | — | — | — | — | — | — | |
| PraNet2022.01 | 62.8 | 56.7 | — | — | — | — | — | — | — |