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ResearchFormerly WizWand

Medical Image Classification on UKB (test)

81.68ROC-AUCIDNet (CDA)
75.783277.314178.84580.3759Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
IDNet (CDA)Category=Ours, Key Components=RETFound + SWT + MIL + SCL + CDA2026.0681.68
HealNetCategory=SOTA Strategies, Key Components=RETFound + SWT + MIL + SCL + HealNet2026.0680.66
MOTCATCategory=SOTA Strategies, Key Components=RETFound + SWT + MIL + SCL + MOTCAT2026.0680.29
MCATCategory=SOTA Strategies, Key Components=RETFound + SWT + MIL + SCL + MCAT2026.0680.12
MSTNet + CDACategory=SOTA Strategies, Key Components=Multi-scale Spatial-aware Transformer + CDA2026.0680.09
Image-OnlyCategory=Baselines, Key Components=RETFound + SWT + MIL + SCL2026.0679.91
MIL-ViT + CDACategory=SOTA Strategies, Key Components=ViT + MIL Head + CDA2026.0679.89
BaseModel (Concat)Category=Naive Fusion, Key Components=RETFound (origin) + MLP + Concat2026.0678.64
Clinical-OnlyCategory=Baselines, Key Components=MLP Encoder2026.0676.01