Polyp Segmentation on Five Standard Polyp Datasets (FSPD)
95.2ClinicDB ScoreEMCAD
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EMCADYear=2024CVPR, Supervision=full2026.07 | 95.2 | 92.3 | 92.3 | 92.8 | — | 92.6 | |
| SAM2+OBBSeg(Box)Supervision=weak+prompt2026.07 | 95.1 | 93.1 | 92.7 | 95.7 | 94.3 | 93.6 | |
| SAM2+OBBSeg(Circle)Supervision=weak+prompt2026.07 | 95.1 | 93.8 | 92.9 | 95.7 | 94.8 | 94 | |
| MedSAM2(Box)Year=2025, Supervision=full+prompt2026.07 | 94.6 | 91.7 | 93.2 | 94.4 | 93.7 | 92.8 | |
| CASCADEYear=2023WACV, Supervision=full2026.07 | 94.3 | 82.5 | 80.1 | 92.6 | 90.5 | 84.7 | |
| MEGANetYear=2024WACV, Supervision=full2026.07 | 93.8 | 79.3 | 73.9 | 91.3 | 89.9 | 81.4 | |
| SAM3(Box)Year=2025, Supervision=full+prompt2026.07 | 93.4 | 92.4 | 91.5 | 89.9 | 94.6 | 92.1 | |
| LGRNetYear=2024MICCAI, Supervision=full2026.07 | 93.3 | — | — | — | 91.6 | 92.5 | |
| SAM2(Box)Year=2024, Supervision=full+prompt2026.07 | 93 | 92.3 | 91 | 89.7 | 92.4 | 91.7 | |
| SAM2+OBBSeg(Scribble)Supervision=weak+prompt2026.07 | 92.4 | 89.2 | 90.4 | 94.2 | 92.6 | 90.6 | |
| SAM2+OBBSeg(Point)Supervision=weak+prompt2026.07 | 91.9 | 87.3 | 86.9 | 91.2 | 92.1 | 88.5 | |
| SANetYear=2021MICCAI, Supervision=full2026.07 | 91.6 | 75.3 | 75 | 90.4 | 88.8 | 79.4 | |
| MS-TFALYear=2023MICCAI, Supervision=full2026.07 | 91.1 | — | — | — | 89.1 | 90.1 | |
| PraNetYear=2020MICCAI, Supervision=full2026.07 | 89.9 | 70.9 | 62.8 | 89.8 | 87.1 | 74 | |
| WeakPolyp+M2OSupervision=weak2026.07 | 89.2 | 75.9 | 72.4 | 90 | 90 | 79 | |
| FLA-NetYear=2023MICCAI, Supervision=full2026.07 | 88.5 | — | — | — | 87.4 | 88 | |
| SAM3(Point)Year=2025, Supervision=full+prompt2026.07 | 86.7 | 82 | 77.8 | 80.7 | 84.6 | 81.4 | |
| SAM2(Point)Year=2024, Supervision=full+prompt2026.07 | 85.3 | 86.4 | 79 | 89 | 83.9 | 84.6 | |
| WeakPolypYear=2023MICCAI, Supervision=weak2026.07 | 85.2 | 74.5 | 71.1 | 86.1 | 84.8 | 76.7 | |
| U-NetYear=2015MICCAI, Supervision=full2026.07 | 82.3 | 51.2 | 39.8 | 81.8 | 71 | 56.1 | |
| U-Net++Year=2018DLMIA, Supervision=full2026.07 | 79.4 | 48.3 | 40.1 | 82.1 | 70.7 | 54.6 |