Polyp Segmentation on ETIS (Unseen)
85.4DiceSAM-MaGuP
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SAM-MaGuP2025.07 | 85.4 | 78.9 | 86.2 | 1 | — | — | — | — | |
| SAM-Mamba2025.07 | 84.8 | 78.2 | 85.5 | 1 | — | — | — | — | |
| SAM-MambaBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 84.8 | 78.2 | — | 1 | 85.5 | 91.6 | — | — | |
| Polyp-Mamba2025.07 | 82.5 | 74.7 | 76.6 | 1.2 | — | — | — | — | |
| CTNet2025.07 | 81 | 73.4 | 77.6 | 1.4 | — | — | — | — | |
| CTNetBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 81 | 73.4 | — | 1.4 | 77.6 | 88.6 | — | — | |
| Polyp-PVTBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 78.7 | 70.6 | — | 1.3 | 75 | 87.1 | — | — | |
| PVT-Cascade2025.07 | 78.6 | 71.2 | 75.9 | 1.3 | — | — | — | — | |
| PVT-CascadeBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 78.6 | 71.2 | — | 1.3 | 75.9 | 87.2 | — | — | |
| SANetBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 75 | 65.4 | — | 1.5 | 68.5 | 84.9 | — | — | |
| M2SNetBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 74.9 | 67.8 | — | 1.7 | 71.2 | 84.6 | — | — | |
| MEGANet2025.07 | 73.9 | 66.5 | 70.2 | 3.7 | — | — | — | — | |
| MEGANetBoundary Awareness=With Boundary Awareness, Category=State-of-the-art2026.04 | 73.9 | 66.5 | — | 3.7 | 70.2 | 83.6 | — | — | |
| CFA-Net2025.07 | 73.2 | 65.5 | 69.3 | 1.4 | — | — | — | — | |
| CFA-NetBoundary Awareness=With Boundary Awareness, Category=State-of-the-art2026.04 | 73.2 | 65.5 | — | 1.4 | 69.3 | 84.5 | — | — | |
| MSNet2025.07 | 71.9 | 66.4 | 67.8 | 2 | — | — | — | — | |
| MSNetBoundary Awareness=Without Awareness, Category=State-of-the-art2026.04 | 71.9 | 66.4 | — | 2 | 67.8 | 84 | — | — | |
| PraNet + PolypDiFoMEnhancement Framework=Polyp-DiFoM2026.04 | 71.5 | 58.2 | — | 2.2 | 65.6 | 87 | — | — | |
| PraNet + LiteBounDEnhancement Framework=LiteBounD2026.04 | 71.2 | 60.1 | — | 2 | 67.1 | 88.3 | — | — | |
| ERRNetBackbone=Res2Net2021.11 | 69.1 | 61.1 | — | — | 65.8 | 0.822 | 0.886 | 0.014 | |
| PraNet2025.07 | 62.8 | 56.7 | 60 | 3.1 | — | — | — | — | |
| PraNetPub./Year=MICCAI'20, Backbone=Res2Net2021.11 | 62.8 | 56.7 | — | — | 60 | 0.779 | 0.841 | 0.031 | |
| PraNetCategory=Lightweight Baseline2026.04 | 62.8 | 56.7 | — | 3.1 | 60 | 79.4 | — | — | |
| U-Net + LiteBounDEnhancement Framework=LiteBounD2026.04 | 54.9 | 43.4 | — | 2.5 | 48.2 | 77.3 | — | — | |
| U-Net + PolypDiFoMEnhancement Framework=Polyp-DiFoM2026.04 | 54.3 | 42.4 | — | 2.6 | 47.1 | 76.6 | — | — | |
| U-Net++ + LiteBounDEnhancement Framework=LiteBounD2026.04 | 52.7 | 43 | — | 3.2 | 50.1 | 80.7 | — | — | |
| U-Net++ + PolypDiFoMEnhancement Framework=Polyp-DiFoM2026.04 | 51.8 | 42.7 | — | 3.2 | 49 | 80.1 | — | — | |
| U-Net++2025.07 | 40.1 | 34.4 | 39 | 3.5 | — | — | — | — | |
| UNet++Pub./Year=TMI'192021.11 | 40.1 | 34.4 | — | — | 39 | 0.683 | 0.776 | 0.035 | |
| U-Net++Category=Lightweight Baseline2026.04 | 40.1 | 34.4 | — | 3.5 | 39 | 68.3 | — | — | |
| U-Net2025.07 | 39.8 | 33.5 | 36.6 | 3.6 | — | — | — | — | |
| UNetPub./Year=MICCAI'152021.11 | 39.8 | 33.5 | — | — | 36.6 | 0.684 | 0.74 | 0.036 | |
| U-NetCategory=Lightweight Baseline2026.04 | 39.8 | 33.5 | — | 3.6 | 36.6 | 68.4 | — | — | |
| SFA2025.07 | 29.7 | 21.7 | 23.1 | 10.9 | — | — | — | — | |
| SFAPub./Year=MICCAI'192021.11 | 29.7 | 21.7 | — | — | 23.1 | 0.557 | 0.633 | 0.109 |