Medical Image Segmentation on REFUGE 2
95.2Optic-Disc DiceSAM-U
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SAM-UAnnotations=Pixel-wise2026.05 | 95.2 | — | — | 88.6 | 83 | 74.9 | 89.1 | 81.7 | |
| TransUNetAnnotations=Pixel-wise2026.05 | 95 | — | — | 87.7 | 85.6 | 75.9 | 90.3 | 81.1 | |
| SAM-Med2DAnnotations=Pixel-wise2026.05 | 94.8 | — | — | 87 | 83.7 | 76.6 | 89.2 | 81.8 | |
| nnUNetAnnotations=Pixel-wise2026.05 | 94.7 | — | — | 87.3 | 84.9 | 75.1 | 89.8 | 81.2 | |
| MedSAMAnnotations=Pixel-wise2026.05 | 94.6 | — | — | 86.7 | 82.8 | 75.9 | 88.7 | 81.3 | |
| BEALAnnotations=Pixel-wise2026.05 | 93.7 | — | — | 86.1 | 83.5 | 74.1 | 88.6 | 80.1 | |
| ResUNetAnnotations=Pixel-wise2026.05 | 92.9 | — | — | 85.5 | 80.1 | 72.3 | 86.5 | 78.9 | |
| SegDiffAnnotations=Pixel-wise2026.05 | 92.6 | — | — | 85.2 | 82.5 | 71.9 | 87.5 | 78.5 | |
| SAMedAnnotations=Pixel-wise2026.05 | 91.8 | — | — | 82.7 | 82.4 | 72.5 | 87.1 | 77.6 | |
| Logic-Guided SAMAnnotations=Boxes, Points2026.05 | 89.4 | — | — | 80.8 | 85.7 | 75 | 87.5 | 77.9 | |
| Logic-Guided-SegmentationAnnotations=Boxes, Points2026.05 | 88.1 | — | — | 78.7 | 86 | 74.6 | 87.1 | 76.6 | |
| MedSAMAnnotations=No finetuning2026.05 | 78.1 | — | — | 64 | 17.3 | 9.5 | 47.7 | 36.7 | |
| BEALDesign Specialization=Medical-specific2026.04 | — | 74.1 | 83.5 | — | — | — | — | — | |
| DiGSegDesign Specialization=Generalist2026.04 | — | 34.5 | 51.3 | — | — | — | — | — | |
| EoMTDesign Specialization=Generalist2026.04 | — | 49.9 | 66.6 | — | — | — | — | — | |
| MambaVisionDesign Specialization=Generalist2026.04 | — | 50.4 | 67 | — | — | — | — | — | |
| MedSegDiffDesign Specialization=Medical-specific2026.04 | — | 79.1 | 87.5 | — | — | — | — | — | |
| MRNetDesign Specialization=Medical-specific2026.04 | — | 75.1 | 84.2 | — | — | — | — | — | |
| nnUNetDesign Specialization=Medical-specific2026.04 | — | 75.1 | 84.3 | — | — | — | — | — | |
| OffSegDesign Specialization=Generalist2026.04 | — | 53.5 | 69.7 | — | — | — | — | — | |
| ResUnetDesign Specialization=Medical-specific2026.04 | — | 72.3 | 80.1 | — | — | — | — | — | |
| SegMANDesign Specialization=Generalist2026.04 | — | 46.7 | 63.7 | — | — | — | — | — |