Nodule & Tumor Segmentation on DDTI
94.3Dice ScoreSAM2+OBBSeg(Circle)
Evaluation Results
| Method | Links | |
|---|---|---|
| SAM2+OBBSeg(Circle)Year=Ours, Supervision=weak+prompt2026.07 | 94.3 | |
| SAM2+OBBSeg(Box)Year=Ours, Supervision=weak+prompt2026.07 | 93.3 | |
| SAM2(Box)Year=2024, Supervision=full+prompt2026.07 | 90.2 | |
| SAM2+OBBSeg(Scribble)Year=Ours, Supervision=weak+prompt2026.07 | 89.1 | |
| SAM3(Box)Year=2025, Supervision=full+prompt2026.07 | 88.9 | |
| SAM2+OBBSeg(Point)Year=Ours, Supervision=weak+prompt2026.07 | 86.9 | |
| SAM2(Point)Year=2024, Supervision=full+prompt2026.07 | 85.4 | |
| SANetYear=2021MICCAI, Supervision=full2026.07 | 83.6 | |
| PraNetYear=2020MICCAI, Supervision=full2026.07 | 81.4 | |
| WeakPolyp+M2OSupervision=weak2026.07 | 80 | |
| WeakPolypYear=2023MICCAI, Supervision=weak2026.07 | 79.2 | |
| TransUNetSupervision=full2026.07 | 71.5 | |
| U-Net++Year=2018DLMIA, Supervision=full2026.07 | 65.1 | |
| KnowSAMYear=2025TMI, Supervision=semi2026.07 | 65 | |
| U-NetYear=2015MICCAI, Supervision=full2026.07 | 63.6 | |
| MEGANetYear=2024CVPR, Supervision=full2026.07 | 61 | |
| SAM3(Point)Year=2025, Supervision=full+prompt2026.07 | 58.8 |