Medical Image Analysis on US 3 tasks
82.5Average Performance (%)Director-Experts (DEX)
Evaluation results
| Method | Links | |
|---|---|---|
| Director-Experts (DEX)Modality=MM, Backbone=ViT-B, Data size=4.97M2026.05 | 82.5 | |
| MedSAMModality=MM, Backbone=ViT-B, Data size=1.57M, Supervision Type=paired text or labels2026.05 | 81.1 | |
| DINOv3Modality=NI, Backbone=ViT-B, Data size=1.7B2026.05 | 80.9 | |
| LVMMedModality=MM, Backbone=ViT-B, Data size=1.3M2026.05 | 80.1 | |
| MAEModality=NI, Backbone=ViT-B, Data size=1.28M2026.05 | 79.7 | |
| CONCHModality=Path, Backbone=ViT-B, Data size=1.17M, Supervision Type=paired text or labels2026.05 | 77.6 | |
| PanDermModality=MM, Backbone=ViT-B, Data size=2.15M2026.05 | 77.2 | |
| MAE-MedVerseModality=MM, Backbone=ViT-B, Data size=4.97M2026.05 | 77.2 | |
| DINOv2Modality=NI, Backbone=ViT-B, Data size=120M2026.05 | 76.5 | |
| RETFoundModality=OCT, Backbone=ViT-L, Data size=736K2026.05 | 75 | |
| USFMModality=US, Backbone=ViT-B, Data size=2.19M2026.05 | 70.1 | |
| PLIPModality=Path, Backbone=ViT-B, Data size=208K, Supervision Type=paired text or labels2026.05 | 56.1 | |
| scratchModality=scratch, Backbone=ViT-B, Data size=-2026.05 | 47.7 |