Polyp Segmentation on ColonDB
93.27mDiceMedCAGD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedCAGDParams=30.60 M, Flops=05.00 G2026.07 | 93.27 | — | — | |
| EMCADParams=26.76 M, Flops=05.60 G2026.07 | 92.31 | — | — | |
| DeepLabv3+Params=39.76 M, Flops=14.92 G2026.07 | 91.92 | — | — | |
| UCTransNetParams=65.60 M, Flops=56.70 G2026.07 | 91.65 | — | — | |
| nnU-NetParams=31.29 M, Flops=55.26 G2026.07 | 91.63 | — | — | |
| TransUNetParams=105.32 M, Flops=38.52 G2026.07 | 91.63 | — | — | |
| MCADSParams=50.90 M, Flops=61.89 G2026.07 | 91.37 | — | — | |
| Swin-UnetParams=27.17 M, Flops=06.20 G2026.07 | 89.27 | — | — | |
| PraNetParams=32.55 M, Flops=06.93 G2026.07 | 89.16 | — | — | |
| VM-UNetParams=27.43 M, Flops=04.12 G2026.07 | 88.71 | — | — | |
| Swin-UMambaParams=60.00 M, Flops=68.00 G2026.07 | 87.97 | — | — | |
| UNet++Params=09.16 M, Flops=34.65 G2026.07 | 87.88 | — | — | |
| IPS-16PTrainable Parameters=1.3M, Training Images=1450/2594, Prompt Points (Train)=16, Prompt Points (Test)=162024.03 | 87.4 | 78.9 | — | |
| AttnUNetParams=34.88 M, Flops=66.64 G2026.07 | 86.46 | — | — | |
| Medical SAM3Params=840.0 M, reported_from_paper=true2026.07 | 86.1 | — | — | |
| U-NetParams=34.53 M, Flops=65.53 G2026.07 | 83.95 | — | — | |
| UNeXtParams=1.470 M, Flops=0.570 G2026.07 | 83.84 | — | — | |
| AutoSamParams=41.56 M, Flops=25.11 G, reported_from_paper=true2026.07 | 83 | — | — | |
| Adaptively Distilled ControlNetSegmentation Baseline=Polyp-PVT2025.07 | 82 | 74.1 | — | |
| DuATResolution=352x352, Out-of-distribution evaluation=true2022.12 | 81.9 | 73.7 | 0.026 | |
| IPS-5PTrainable Parameters=1.3M, Training Images=1450/2594, Prompt Points (Train)=5, Prompt Points (Test)=52024.03 | 81.9 | 71.6 | — | |
| ArSDMSegmentation Baseline=Polyp-PVT2025.07 | 81.7 | 73.8 | — | |
| Polyp-PVTSegmentation Baseline=Polyp-PVT2025.07 | 80.8 | 72.7 | — | |
| Polyp-PVTResolution=352x352, Out-of-distribution evaluation=true2022.12 | 80.8 | 72.7 | 0.031 | |
| BDG-Net2022.01 | 80.4 | 72.5 | — | |
| Copy-PasteSegmentation Baseline=Polyp-PVT2025.07 | 79.8 | 71.8 | — | |
| ControlNetSegmentation Baseline=Polyp-PVT2025.07 | 79.7 | 71.4 | — | |
| T2I-AdapterSegmentation Baseline=Polyp-PVT2025.07 | 79.6 | 71.7 | — | |
| IPS-3P|16PTrainable Parameters=1.3M, Training Images=1450/2594, Prompt Points (Train)=3, Prompt Points (Test)=162024.03 | 78.3 | 67.8 | — | |
| TransUnet2021.02 | 78.1 | 69.9 | — | |
| TransFuse-L*model_size=Large, variant=*2021.02 | 78.1 | 70.6 | — | |
| TransUNetResolution=352x352, Out-of-distribution evaluation=true2022.12 | 78.1 | 69.9 | 0.036 | |
| TransFuseResolution=352x352, Out-of-distribution evaluation=true2022.12 | 78.1 | 70.6 | 0.035 | |
| TransUNetTraining Images=1450/25942024.03 | 78.1 | 69.9 | — | |
| Patch-MoE Mamba2026.05 | 77.94 | 69.65 | 0.0314 | |
| Adaptively Distilled ControlNetSegmentation Baseline=SANet2025.07 | 77.8 | 70.4 | — | |
| Copy-PasteSegmentation Baseline=nnUNet2025.07 | 77.7 | 70.2 | — | |
| Copy-PasteSegmentation Baseline=SANet2025.07 | 77.7 | 70 | — | |
| ArSDMSegmentation Baseline=SANet2025.07 | 77.7 | 70 | — | |
| T2I-AdapterSegmentation Baseline=SANet2025.07 | 77.6 | 70.2 | — | |
| SAM-EGParams(M)=3.72024.06 | 77.4 | 68.9 | — | |
| SinGANSegmentation Baseline=SANet2025.07 | 77.3 | 69.4 | — | |
| TransFuse-Smodel_size=Small2021.02 | 77.3 | 69.6 | — | |
| SETR-PUP2021.02 | 77.3 | 69 | — | |
| CaraNetResolution=352x352, Out-of-distribution evaluation=true2022.12 | 77.3 | 68.9 | 0.042 | |
| nnUNetSegmentation Baseline=nnUNet2025.07 | 77.2 | 69.2 | — | |
| SSformerResolution=352x352, Out-of-distribution evaluation=true2022.12 | 77.2 | 69.7 | 0.036 | |
| SSFormerTraining Images=1450/25942024.03 | 77.2 | 69.7 | — | |
| SinGANSegmentation Baseline=Polyp-PVT2025.07 | 76.9 | 69 | — | |
| M2UNetParams(M)=28.72024.06 | 76.7 | 68.4 | — | |
| VM-UNetV22026.05 | 76.62 | 68.64 | 0.0336 | |
| U-Net v22026.05 | 76.23 | 69 | 0.0336 | |
| Adaptively Distilled ControlNetSegmentation Baseline=nnUNet2025.07 | 76.2 | 68.8 | — | |
| ControlNetSegmentation Baseline=SANet2025.07 | 76.2 | 68.2 | — | |
| IPS-3P|5PTrainable Parameters=1.3M, Training Images=1450/2594, Prompt Points (Train)=3, Prompt Points (Test)=52024.03 | 76.1 | 65.5 | — | |
| KDASParams(M)=3.72023.12 | 75.9 | 67.9 | — | |
| T2I-AdapterSegmentation Baseline=nnUNet2025.07 | 75.5 | 68.9 | — | |
| MSNetParams(M)=29.72023.12 | 75.5 | 67.8 | — | |
| MSNetParams(M)=29.72024.06 | 75.5 | 67.8 | — | |
| VM-UNet2026.05 | 75.4 | 67.8 | 0.0356 | |
| ArSDMSegmentation Baseline=nnUNet2025.07 | 75.3 | 68 | — | |
| SANetSegmentation Baseline=SANet2025.07 | 75.3 | 67 | — | |
| TransFuse-Lmodel_size=Large2021.02 | 74.4 | 67.6 | — | |
| ControlNetSegmentation Baseline=nnUNet2025.07 | 73.6 | 66 | — | |
| HarDNet-MSEG2021.02 | 73.1 | 66 | — | |
| HarDNet-CPS2023.12 | 72.9 | 65.8 | — | |
| HarDNet-CPSParams(M)=33.32024.06 | 72.9 | 65.8 | — | |
| IPS-3PTrainable Parameters=1.3M, Training Images=1450/2594, Prompt Points (Train)=3, Prompt Points (Test)=32024.03 | 72.4 | 61.8 | — | |
| SinGANSegmentation Baseline=nnUNet2025.07 | 71.7 | 65.7 | — | |
| PraNetResolution=352x352, Out-of-distribution evaluation=true2022.12 | 71.2 | 64 | 0.043 | |
| PraNetParams(M)=32.62023.12 | 71.2 | 64 | — | |
| PraNetParams(M)=32.62024.06 | 71.2 | 64 | — | |
| PraNetTraining Images=1450/25942024.03 | 71.2 | 64 | — | |
| PEFNetParams(M)=28.02023.12 | 71 | 63.8 | — | |
| PEFNetParams(M)=28.02024.06 | 71 | 63.8 | — | |
| PraNet2021.02 | 70.9 | 64 | — | |
| PraNet2022.01 | 70.9 | 64 | — | |
| Med2D-3PTrainable Parameters=184.5M, Training Images=5838/7935, Prompt Points=32024.03 | 68.9 | 58.8 | — | |
| Med2D-5PTrainable Parameters=184.5M, Training Images=5838/7935, Prompt Points=52024.03 | 68.6 | 57.6 | — | |
| Med2D-16PTrainable Parameters=184.5M, Training Images=5838/7935, Prompt Points=162024.03 | 68.5 | 57.5 | — | |
| U-Net2026.05 | 62.48 | 53.99 | 0.0488 | |
| SAM-5PPrompt Points=52024.03 | 56.9 | 48.2 | — | |
| SAM-16PPrompt Points=162024.03 | 54.8 | 46.7 | — | |
| UNetParams(M)=7.62023.12 | 51.9 | 44.9 | — | |
| UNetParams(M)=7.62024.06 | 51.9 | 44.9 | — | |
| U-Net2021.02 | 51.2 | 44.4 | — | |
| U-Net2022.01 | 51.2 | 44.4 | — | |
| U-NetResolution=352x352, Out-of-distribution evaluation=true2022.12 | 51.2 | 44.4 | 0.061 | |
| U-netTraining Images=1450/25942024.03 | 51.2 | 44.4 | — | |
| U-Net++2021.02 | 48.3 | 41 | — | |
| U-Net++2022.01 | 48.3 | 41 | — | |
| UNet++Resolution=352x352, Out-of-distribution evaluation=true2022.12 | 48.3 | 41 | 0.064 | |
| UNet++Params(M)=9.02023.12 | 48.3 | 41 | — | |
| UNet++Params(M)=9.02024.06 | 48.3 | 41 | — | |
| SFA2022.01 | 46.9 | 34.7 | — | |
| SAM-3PPrompt Points=32024.03 | 44.7 | 35.6 | — |