Medical Image Segmentation on UWaterloo Skin Cancer
95.6Dice ScoreMedSAM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedSAMprompt=bounding box, aggregation=mean ± std across degradation types2026.04 | 95.6 | 91.7 | — | |
| SAMprompt=bounding box, aggregation=mean ± std across degradation types2026.04 | 88.1 | 79.7 | — | |
| Robust MedSAMprompt=bounding box, aggregation=mean ± std across degradation types2026.04 | 86.9 | 79.1 | — | |
| Robust SAMprompt=point prompts, condition=image degradations2026.04 | 0.914 | 0.85 | 0.444 | |
| Robust MedSAM +SVDprompt=point prompts, condition=image degradations2026.04 | 0.872 | 0.785 | 0.27 | |
| Robust MedSAMprompt=point prompts, condition=image degradations2026.04 | 0.869 | 0.782 | 0.295 | |
| SAMprompt=point prompts, condition=image degradations2026.04 | 0.841 | 0.757 | 0.351 | |
| MedSAMprompt=point prompts, condition=image degradations2026.04 | 0.202 | 0.12 | 0.046 |