Diabetic Retinopathy (DR) grading on APTOS
73.2AccuracyGenEval
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GenEvalSource Domain=EyePACS2026.03 | 73.2 | — | |
| DL+EKETraining Set=Messidor-22026.01 | 69.7 | — | |
| HAPMprotocol=Cross-domain evaluation2025.11 | 63.1 | 55.3 | |
| MIL-ViTprotocol=Cross-domain evaluation2025.11 | 61.8 | 36.8 | |
| Fishrprotocol=Cross-domain evaluation2025.11 | 61.7 | 31 | |
| DRGenprotocol=Cross-domain evaluation2025.11 | 60.7 | 35.7 | |
| LGPNprotocol=Cross-domain evaluation2025.11 | 60.4 | 51.2 | |
| DECOSource Domain=EyePACS2026.03 | 59.7 | — | |
| MDLTprotocol=Cross-domain evaluation2025.11 | 53.3 | 32.4 | |
| GDRNetprotocol=Cross-domain evaluation2025.11 | 52.8 | 35.2 | |
| SPSD-ViTTraining Set=Messidor-22026.01 | 52.8 | — | |
| GDRNetSource Domain=EyePACS2026.03 | 52.8 | — | |
| GREENprotocol=Cross-domain evaluation2025.11 | 52.6 | 33.3 | |
| ProtoNetprotocol=Cross-domain evaluation2025.11 | 52.3 | 33.7 | |
| CABNetprotocol=Cross-domain evaluation2025.11 | 52.2 | 30.8 | |
| SD-ViTTraining Set=Messidor-22026.01 | 51.8 | — | |
| ATSprotocol=Cross-domain evaluation2025.11 | 51.7 | 32.4 | |
| Mixupprotocol=Cross-domain evaluation2025.11 | 49.4 | 30.2 | |
| MixStyleprotocol=Cross-domain evaluation2025.11 | 48.8 | 25 | |
| DDAIGprotocol=Cross-domain evaluation2025.11 | 48.7 | 31.6 | |
| ERM-ViTTraining Set=Messidor-22026.01 | 47.9 | — | |
| CLIP-DRprotocol=Cross-domain evaluation2025.11 | 46.3 | 31.8 | |
| SemFewprotocol=Cross-domain evaluation2025.11 | 45.6 | 29.3 | |
| DRGenTraining Set=Messidor-22026.01 | 40.9 | — | |
| ViT-B/16protocol=Cross-domain evaluation2025.11 | 38.2 | 24.6 | |
| CLIPModel Category=VLM2026.01 | — | 44.3 | |
| CLIPVLM Method=CLIP2026.03 | — | 44.3 | |
| CLIP-DRModel Category=VLM2026.01 | — | 46.3 | |
| CLIP-DRVLM Method=CLIP-DR2026.03 | — | 46.3 | |
| DL+EKEModel Category=VLM2026.01 | — | 72 | |
| GenEvalVLM Method=GenEval2026.03 | — | 72 | |
| OrdinalCLIPModel Category=VLM2026.01 | — | 45.7 | |
| OrdinalCLIPVLM Method=OrdinalCLIP2026.03 | — | 45.7 |