Diabetic Retinopathy Grading on APTOS (test)
75.1AccuracySPSD-ViT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SPSD-ViTTraining Dataset=EyePACS2026.01 | 75.1 | — | |
| DL+EKETraining Dataset=EyePACS2026.01 | 73.2 | — | |
| SD-ViTTraining Dataset=EyePACS2026.01 | 69.3 | — | |
| ERM-ViTTraining Dataset=EyePACS2026.01 | 69.1 | — | |
| DRGenTraining Dataset=EyePACS2026.01 | 61.3 | — | |
| DL+EKETraining Dataset=Messidor2026.01 | 56 | — | |
| SPSD-ViTTraining Dataset=Messidor2026.01 | 48.3 | — | |
| ERM-ViTTraining Dataset=Messidor2026.01 | 45.3 | — | |
| SD-ViTTraining Dataset=Messidor2026.01 | 44.3 | — | |
| DRGenTraining Dataset=Messidor2026.01 | 41.7 | — | |
| Dual-IFMLocal interpretability=Yes, Global interpretability=Yes, In-Domain training=Yes, Evaluation protocol=Linear probing2026.03 | — | 92.6 | |
| ImageNetLocal interpretability=Yes, Global interpretability=No, In-Domain training=No, Evaluation protocol=Linear probing2026.03 | — | 93.3 | |
| RETFoundLocal interpretability=No, Global interpretability=No, In-Domain training=Yes, Evaluation protocol=Linear probing2026.03 | — | 91.7 | |
| SimCLRLocal interpretability=Yes, Global interpretability=No, In-Domain training=Yes, Evaluation protocol=Linear probing2026.03 | — | 92.9 |