Lesion Segmentation on IDRiD
3EX Error RateMedSAM
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MedSAM2026.01 | 3 | 5.5 | 31.6 | 0.2 | — | — | — | — | |
| RetFound2026.01 | 22.1 | 47 | 53.8 | — | — | — | — | — | |
| MedSAM22026.01 | 40.1 | 39.3 | 77.2 | 5.1 | — | — | — | — | |
| SAM2-UNet2026.01 | 47.5 | 50.6 | 26.4 | 65.3 | — | — | — | — | |
| SAM32026.01 | 49.8 | 32.8 | 46.8 | 29.5 | — | — | — | — | |
| SAM22026.01 | 51.2 | 26.3 | 55.4 | 17.9 | — | — | — | — | |
| Med-SAM-Adapter2026.01 | 54.1 | 27.4 | 44.2 | 8.8 | — | — | — | — | |
| RetSAMEvaluation Protocol=Linear2026.01 | 61.5 | 51.3 | 40.5 | — | — | — | — | — | |
| RetSAMEvaluation Protocol=Finetune2026.01 | 63 | 50.5 | 56.2 | 32.7 | — | — | — | — | |
| Med-SAM-Adapter2026.01 | — | — | — | — | 0.319 | 0.104 | 0.242 | 0.032 | |
| MedSAM2026.01 | — | — | — | — | 0.054 | 0.071 | 0.315 | 0.004 | |
| MedSAM22026.01 | — | — | — | — | 0.425 | 0.408 | 0.66 | 0.079 | |
| RetFound2026.01 | — | — | — | — | 0.303 | 0.358 | 0.308 | — | |
| RetSAMEvaluation Protocol=Linear2026.01 | — | — | — | — | 0.538 | 0.482 | 0.527 | — | |
| RetSAMEvaluation Protocol=Finetune2026.01 | — | — | — | — | 0.606 | 0.515 | 0.595 | 0.395 | |
| SAM22026.01 | — | — | — | — | 0.42 | 0.233 | 0.453 | 0.069 | |
| SAM2-UNet2026.01 | — | — | — | — | 0.558 | 0.504 | 0.298 | 0.616 | |
| SAM32026.01 | — | — | — | — | 0.465 | 0.304 | 0.42 | 0.233 |