Diabetic Retinopathy grading on Messidor 2 (held-out)
79.64AccuracyGenEval
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GenEval2026.03 | 79.64 | — | |
| MedXAI (Fusion)Backbone=ViT+EKIE2025.12 | 75.6 | — | |
| SPSD-ViTBackbone=T2T-142025.12 | 73.3 | — | |
| SPSD-ViTbackbone=ViT2026.03 | 72.9 | 0.09 | |
| SD-ViTbackbone=ViT2026.03 | 71.4 | 0.2 | |
| MMD2026.03 | 69.6 | 0.3 | |
| ERM-ViTbackbone=ViT2026.03 | 69.5 | — | |
| EKIE BranchBackbone=Knowledge2025.12 | 67.7 | — | |
| DL Branch (ViT)Backbone=DeiT-Small2025.12 | 67.1 | — | |
| FishrBackbone=ResNet502025.12 | 66.4 | — | |
| CDANN2026.03 | 61.2 | 0.9 |