Diabetic Retinopathy (DR) grading on Messidor
69.1ACCDDAIG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DDAIGprotocol=Cross-domain evaluation2025.11 | 69.1 | 35.6 | |
| MIL-ViTprotocol=Cross-domain evaluation2025.11 | 67.7 | 40.7 | |
| DL+EKETraining Set=Messidor-22026.01 | 67.7 | — | |
| GDRNetprotocol=Cross-domain evaluation2025.11 | 65.7 | 40.5 | |
| HAPMprotocol=Cross-domain evaluation2025.11 | 65.2 | 45.3 | |
| ATSprotocol=Cross-domain evaluation2025.11 | 64.8 | 32.4 | |
| DRGenprotocol=Cross-domain evaluation2025.11 | 64.5 | 37.4 | |
| CABNetprotocol=Cross-domain evaluation2025.11 | 63.8 | 35.3 | |
| Mixupprotocol=Cross-domain evaluation2025.11 | 63 | 32.6 | |
| SD-ViTTraining Set=Messidor-22026.01 | 62 | — | |
| DRGenTraining Set=Messidor-22026.01 | 61.3 | — | |
| SPSD-ViTTraining Set=Messidor-22026.01 | 61 | — | |
| ERM-ViTTraining Set=Messidor-22026.01 | 59.6 | — | |
| MDLTprotocol=Cross-domain evaluation2025.11 | 58.9 | 34.1 | |
| ProtoNetprotocol=Cross-domain evaluation2025.11 | 58.2 | 32.5 | |
| MixStyleprotocol=Cross-domain evaluation2025.11 | 57.6 | 16.8 | |
| LGPNprotocol=Cross-domain evaluation2025.11 | 55.7 | 39.8 | |
| GREENprotocol=Cross-domain evaluation2025.11 | 54.5 | 33.1 | |
| SemFewprotocol=Cross-domain evaluation2025.11 | 52.9 | 28.7 | |
| Fishrprotocol=Cross-domain evaluation2025.11 | 52 | 33.8 | |
| ViT-B/16protocol=Cross-domain evaluation2025.11 | 48.5 | 25.7 | |
| CLIP-DRprotocol=Cross-domain evaluation2025.11 | 47.3 | 32.5 | |
| CLIPModel Category=VLM2026.01 | — | 39.6 | |
| CLIP-DRModel Category=VLM2026.01 | — | 47.3 | |
| DL+EKEModel Category=VLM2026.01 | — | 78.2 | |
| OrdinalCLIPModel Category=VLM2026.01 | — | 41.8 |