Polyp Segmentation on CVC-300 (Unseen)
92.7mDiceSAM-MaGuP
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SAM-MaGuP2025.07 | 92.7 | 88 | 90.1 | 0.5 | — | — | — | — | — | |
| Polyp-Mamba2025.07 | 92.1 | 87.5 | 89.5 | 0.5 | — | — | — | — | — | |
| SAM-Mamba2025.07 | 92 | 86.1 | 88.8 | 0.6 | — | — | — | — | — | |
| SAM-MambaBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 92 | 86.1 | — | — | — | 88.8 | 94.6 | — | 0.6 | |
| CTNet2025.07 | 90.8 | 84.4 | 89.4 | 0.6 | — | — | — | — | — | |
| CTNetBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 90.8 | 84.4 | — | — | — | 89.4 | 97.5 | — | 0.6 | |
| M2SNetBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 90.3 | 84.2 | — | — | — | 88.1 | 93.9 | — | 0.9 | |
| Polyp-PVTBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 90 | 83.3 | — | — | — | 88.4 | 93.5 | — | 0.7 | |
| MEGANet2025.07 | 89.9 | 83.4 | 88.2 | 0.7 | — | — | — | — | — | |
| M2SNetClinical Settings=Unseen, Input Resolution=352x3522024.05 | 89.9 | 83.2 | — | — | 0.049 | — | — | — | — | |
| MEGANetBoundary Awareness=With Boundary Awareness, Category=State-of-the-art2026.04 | 89.9 | 83.4 | — | — | — | 88.2 | 93.5 | — | 0.7 | |
| PraNet + LiteBounDEnhancement Framework=LiteBounD2026.04 | 89.7 | 81.7 | — | — | — | 87.7 | 96.5 | — | 0.7 | |
| CFA-Net2025.07 | 89.3 | 82.7 | 93.8 | 0.8 | — | — | — | — | — | |
| CFA-NetBoundary Awareness=With Boundary Awareness, Category=State-of-the-art2026.04 | 89.3 | 82.7 | — | — | — | 93.8 | 87.5 | — | 0.8 | |
| PVT-Cascade2025.07 | 89.2 | 82.4 | 87.3 | 0.9 | — | — | — | — | — | |
| PVT-CascadeBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 89.2 | 82.4 | — | — | — | 87.3 | 93.2 | — | 0.9 | |
| SANetBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 88.8 | 81.5 | — | — | — | 85.9 | 92.8 | — | 0.8 | |
| MADGNetClinical Settings=Unseen, Input Resolution=352x3522024.05 | 87.4 | 79.9 | — | — | — | — | — | — | — | |
| PraNet + PolypDiFoMEnhancement Framework=Polyp-DiFoM2026.04 | 87.4 | 79.9 | — | — | — | 87.1 | 95.9 | — | 0.8 | |
| PraNet2025.07 | 87.1 | 79.7 | 84.3 | 1 | — | — | — | — | — | |
| PraNetCategory=Lightweight Baseline2026.04 | 87.1 | 79.7 | — | — | — | 84.3 | 92.5 | — | 1 | |
| MSNet2025.07 | 86.9 | 80.7 | 84.9 | 1 | — | — | — | — | — | |
| MSNetBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 86.9 | 80.7 | — | — | — | 84.9 | 92.5 | — | 1 | |
| FRCUNetClinical Settings=Unseen, Input Resolution=352x3522024.05 | 86.7 | 79.4 | — | — | 0 | — | — | — | — | |
| CENetClinical Settings=Unseen, Input Resolution=352x3522024.05 | 85.4 | 78.2 | — | — | 0 | — | — | — | — | |
| TransUNetClinical Settings=Unseen, Input Resolution=352x3522024.05 | 85 | 77.3 | — | — | 0 | — | — | — | — | |
| HiFormerClinical Settings=Unseen, Input Resolution=352x3522024.05 | 84.7 | 77.5 | — | — | 0 | — | — | — | — | |
| U-Net + LiteBounDEnhancement Framework=LiteBounD2026.04 | 84.3 | 75.1 | — | — | — | 75.7 | 91.3 | — | 1.3 | |
| SFMSNetClinical Settings=Unseen, Input Resolution=352x3522024.05 | 84.2 | 78.1 | — | — | 0.0079 | — | — | — | — | |
| MFSSNetClinical Settings=Unseen, Input Resolution=352x3522024.05 | 83.3 | 76.1 | — | — | 0.0004 | — | — | — | — | |
| U-Net++ + LiteBounDEnhancement Framework=LiteBounD2026.04 | 83.2 | 73.3 | — | — | — | 77.1 | 93.3 | — | 1.4 | |
| U-Net + PolypDiFoMEnhancement Framework=Polyp-DiFoM2026.04 | 82.3 | 73.3 | — | — | — | 74.7 | 89.4 | — | 1.6 | |
| SFSSNetClinical Settings=Unseen, Input Resolution=352x3522024.05 | 81.7 | 74.7 | — | — | 0 | — | — | — | — | |
| U-Net++ + PolypDiFoMEnhancement Framework=Polyp-DiFoM2026.04 | 77.8 | 70.9 | — | — | — | 75.9 | 92.7 | — | 1.5 | |
| MSRFNetClinical Settings=Unseen, Input Resolution=352x3522024.05 | 72.3 | 65.4 | — | — | 0 | — | — | — | — | |
| U-Net2025.07 | 71 | 62.7 | 68.4 | 2.2 | — | — | — | — | — | |
| U-NetCategory=Lightweight Baseline2026.04 | 71 | 62.7 | — | — | — | 68.4 | 84.3 | — | 2.2 | |
| U-Net++2025.07 | 70.7 | 62.4 | 68.7 | 1.8 | — | — | — | — | — | |
| U-Net++Category=Lightweight Baseline2026.04 | 70.7 | 62.4 | — | — | — | 68.7 | 83.9 | — | 1.8 | |
| DCSAUNetClinical Settings=Unseen, Input Resolution=352x3522024.05 | 68.9 | 59.8 | — | — | 0 | — | — | — | — | |
| UNetClinical Settings=Unseen, Input Resolution=352x3522024.05 | 66.1 | 58.5 | — | — | 0 | — | — | — | — | |
| UNet++Clinical Settings=Unseen, Input Resolution=352x3522024.05 | 64.3 | 58.4 | — | — | 0 | — | — | — | — | |
| AttUNetClinical Settings=Unseen, Input Resolution=352x3522024.05 | 63 | 57.2 | — | — | 0 | — | — | — | — | |
| SFA2025.07 | 46.7 | 32.9 | 34.1 | 6.5 | — | — | — | — | — |