Medical Image Classification on UKB (test)
81.68ROC-AUCIDNet (CDA)
Evaluation Results
| Method | Links | |
|---|---|---|
| IDNet (CDA)Category=Ours, Key Components=RETFound + SWT + MIL + SCL + CDA2026.06 | 81.68 | |
| HealNetCategory=SOTA Strategies, Key Components=RETFound + SWT + MIL + SCL + HealNet2026.06 | 80.66 | |
| MOTCATCategory=SOTA Strategies, Key Components=RETFound + SWT + MIL + SCL + MOTCAT2026.06 | 80.29 | |
| MCATCategory=SOTA Strategies, Key Components=RETFound + SWT + MIL + SCL + MCAT2026.06 | 80.12 | |
| MSTNet + CDACategory=SOTA Strategies, Key Components=Multi-scale Spatial-aware Transformer + CDA2026.06 | 80.09 | |
| Image-OnlyCategory=Baselines, Key Components=RETFound + SWT + MIL + SCL2026.06 | 79.91 | |
| MIL-ViT + CDACategory=SOTA Strategies, Key Components=ViT + MIL Head + CDA2026.06 | 79.89 | |
| BaseModel (Concat)Category=Naive Fusion, Key Components=RETFound (origin) + MLP + Concat2026.06 | 78.64 | |
| Clinical-OnlyCategory=Baselines, Key Components=MLP Encoder2026.06 | 76.01 |