Diabetic Retinopathy grading on Messidor (held-out)
68.3AccuracyMedXAI (Fusion)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MedXAI (Fusion)Backbone=ViT+EKIE2025.12 | 68.3 | — | |
| GenEval2026.03 | 67.7 | — | |
| SPSD-ViTBackbone=T2T-142025.12 | 65.2 | — | |
| MMD2026.03 | 64.1 | 0.3 | |
| SPSD-ViTbackbone=ViT2026.03 | 64 | 0.09 | |
| SD-ViTbackbone=ViT2026.03 | 63.9 | 0.2 | |
| FishrBackbone=ResNet502025.12 | 63.3 | — | |
| ERM-ViTbackbone=ViT2026.03 | 62.7 | — | |
| EKIE BranchBackbone=Knowledge2025.12 | 58.7 | — | |
| DL Branch (ViT)Backbone=DeiT-Small2025.12 | 58.1 | — | |
| CDANN2026.03 | 55.8 | 0.9 |