Nodule & Tumor Segmentation on TN3K
91.2Dice CoefficientSAM2+OBBSeg(Circle)
Evaluation Results
| Method | Links | |
|---|---|---|
| SAM2+OBBSeg(Circle)Year=Ours, Supervision=weak+prompt2026.07 | 91.2 | |
| SAM2+OBBSeg(Box)Year=Ours, Supervision=weak+prompt2026.07 | 88.8 | |
| SAM3(Box)Year=2025, Supervision=full+prompt2026.07 | 87.4 | |
| SAM2+OBBSeg(Scribble)Year=Ours, Supervision=weak+prompt2026.07 | 86.6 | |
| SAM2+OBBSeg(Point)Year=Ours, Supervision=weak+prompt2026.07 | 84.3 | |
| SANetYear=2021MICCAI, Supervision=full2026.07 | 83.8 | |
| TransUNetSupervision=full2026.07 | 81.8 | |
| SAM2(Box)Year=2024, Supervision=full+prompt2026.07 | 81.3 | |
| KnowSAMYear=2025TMI, Supervision=semi2026.07 | 81.2 | |
| PraNetYear=2020MICCAI, Supervision=full2026.07 | 81.1 | |
| AttnUNetSupervision=full2026.07 | 79.9 | |
| SAM2(Point)Year=2024, Supervision=full+prompt2026.07 | 79.1 | |
| WeakPolyp+M2OSupervision=weak2026.07 | 78.8 | |
| U-NetYear=2015MICCAI, Supervision=full2026.07 | 78.1 | |
| WeakPolypYear=2023MICCAI, Supervision=weak2026.07 | 77.8 | |
| U-Net++Year=2018DLMIA, Supervision=full2026.07 | 63.8 | |
| SAM3(Point)Year=2025, Supervision=full+prompt2026.07 | 58.2 | |
| MEGANetYear=2024CVPR, Supervision=full2026.07 | 51.4 |