Polyp Segmentation on CVC-ColonDB (unseen)
85.3mDiceSAM-Mamba
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SAM-Mamba2025.12 | 85.3 | 77.1 | 85.6 | 89.8 | 93.3 | 1.7 | |
| SAM-MambaBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 85.3 | 77.1 | 85.6 | 89.8 | — | 1.7 | |
| CTNet2025.12 | 81.3 | 73.4 | 80.1 | 87.4 | 91.5 | 2.7 | |
| CTNetBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 81.3 | 73.4 | 80.1 | 87.4 | — | 2.7 | |
| Polyp-PVT2025.12 | 80.8 | 72.7 | 79.5 | 86.5 | 91.3 | 3.1 | |
| Polyp-PVTBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 80.8 | 72.7 | 79.5 | 86.5 | — | 3.1 | |
| MEGANet2025.12 | 79.3 | 71.4 | 77.9 | 85.4 | 89.5 | 4 | |
| MEGANetBoundary Awareness=With Boundary Awareness, Category=State-of-the-art2026.04 | 79.3 | 71.4 | 77.9 | 85.4 | — | 4 | |
| PVT-Cascade2025.12 | 78.1 | 71 | 77.9 | 85.5 | 89.6 | 3.1 | |
| PVT-CascadeBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 78.1 | 71 | 77.9 | 85.5 | — | 3.1 | |
| EMCADNetPolyp-DiFoM=true2025.12 | 77.6 | 69.8 | 77.5 | 92.7 | 88.7 | 3.9 | |
| EMCADNetPolyp-DiFoM=false2025.12 | 76 | 68 | 75.7 | 92.1 | 88.3 | 3.8 | |
| M2SNet2025.12 | 75.8 | 68.5 | 73.7 | 84.2 | 86.9 | 3.8 | |
| M2SNetBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 75.8 | 68.5 | 73.7 | 84.2 | — | 3.8 | |
| MSNet2025.12 | 75.5 | 67.8 | 73.7 | 83.6 | 88.3 | 4.1 | |
| MSNetBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 75.5 | 67.8 | 73.7 | 83.6 | — | 4.1 | |
| SANet2025.12 | 75.3 | 67 | 72.6 | 83.7 | 87.8 | 4.3 | |
| PraNetPolyp-DiFoM=true2025.12 | 75.3 | 67.2 | 73.4 | 89.1 | 85.8 | 3.8 | |
| SANetBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 75.3 | 67 | 72.6 | 83.7 | — | 4.3 | |
| PraNet + LiteBounDEnhancement Framework=LiteBounD2026.04 | 75 | 66.7 | 71 | 90.3 | — | 4.1 | |
| CFA-Net2025.12 | 74.3 | 66.5 | 72.8 | 83.5 | 89.8 | 3.9 | |
| CFA-NetBoundary Awareness=With Boundary Awareness, Category=State-of-the-art2026.04 | 74.3 | 66.5 | 72.8 | 83.5 | — | 3.9 | |
| PraNet + PolypDiFoMEnhancement Framework=Polyp-DiFoM2026.04 | 74 | 64.3 | 73 | 88.4 | — | 3.9 | |
| PraNetPolyp-DiFoM=false2025.12 | 70.9 | 64 | 69.6 | 81.9 | 86.9 | 4.5 | |
| PraNetCategory=Lightweight Baseline2026.04 | 70.9 | 64 | 69.6 | 81.9 | — | 4.5 | |
| U-Net++Polyp-DiFoM=true2025.12 | 69.1 | 58.8 | 64.2 | 86.4 | 81.5 | 4.6 | |
| U-Net++ + LiteBounDEnhancement Framework=LiteBounD2026.04 | 68.9 | 57.7 | 65.1 | 88.2 | — | 4.8 | |
| U-Net + LiteBounDEnhancement Framework=LiteBounD2026.04 | 68.8 | 58.2 | 61.6 | 81.6 | — | 4.8 | |
| U-Net + PolypDiFoMEnhancement Framework=Polyp-DiFoM2026.04 | 68.3 | 57.4 | 60.9 | 81.4 | — | 4.7 | |
| U-Net++ + PolypDiFoMEnhancement Framework=Polyp-DiFoM2026.04 | 67.7 | 54.1 | 64 | 87.1 | — | 5.1 | |
| U-NetPolyp-DiFoM=true2025.12 | 67.3 | 57.8 | 60.8 | 81.6 | 77 | 4.8 | |
| U-NetPolyp-DiFoM=false2025.12 | 51.2 | 44.4 | 49.8 | 71.2 | 77.6 | 6.1 | |
| U-NetCategory=Lightweight Baseline2026.04 | 51.2 | 44.4 | 49.8 | 71.2 | — | 6.1 | |
| U-Net++Polyp-DiFoM=false2025.12 | 48.3 | 41 | 46.7 | 69.1 | 76 | 6.4 | |
| U-Net++Category=Lightweight Baseline2026.04 | 48.3 | 41 | 46.7 | 69.1 | — | 6.4 |