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ResearchFormerly WizWand

Medical Image Analysis on 26 Medical Downstream Tasks

78.4Average PerformanceDirector-Experts (DEX)
58.22463.46268.773.938May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Director-Experts (DEX)Modality=MM, Backbone=ViT-B, Data size=4.97M2026.0578.4
PanDermModality=MM, Backbone=ViT-B, Data size=2.15M2026.0575.4
LVMMedModality=MM, Backbone=ViT-B, Data size=1.3M2026.0575.4
DINOv3Modality=NI, Backbone=ViT-B, Data size=1.7B2026.0575.2
CONCHModality=Path, Backbone=ViT-B, Data size=1.17M, Supervision Type=paired text or labels2026.0574.2
RETFoundModality=OCT, Backbone=ViT-L, Data size=736K2026.0573.6
MedSAMModality=MM, Backbone=ViT-B, Data size=1.57M, Supervision Type=paired text or labels2026.0573.5
MAEModality=NI, Backbone=ViT-B, Data size=1.28M2026.0573.3
MAE-MedVerseModality=MM, Backbone=ViT-B, Data size=4.97M2026.0573.1
DINOv2Modality=NI, Backbone=ViT-B, Data size=120M2026.0572.7
USFMModality=US, Backbone=ViT-B, Data size=2.19M2026.0570.1
PLIPModality=Path, Backbone=ViT-B, Data size=208K, Supervision Type=paired text or labels2026.0566.5
scratchModality=scratch, Backbone=ViT-B, Data size=-2026.0559