Diabetic Retinopathy
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Regression | Diabetic Retinopathy | Worst Delta0.2072 | 12 | |
| Regression | Diabetic Retinopathy | RMSE1.3072 | 12 | |
| Regression | Diabetic Retinopathy | P90 Delta0.1519 | 12 | |
| Diabetic Retinopathy Classification | Diabetic Retinopathy (APTOS, DDR, DRD) (test) | Average Accuracy84.4 | 9 | |
| Classification | Diabetic Retinopathy UCI | Average Cost0.267 | 7 | |
| Image Classification | Diabetic Retinopathy | Balanced Acc52.66 | 6 | |
| Image Classification | VTAB Diabetic Retinopathy | Accuracy69 | 6 | |
| Targeted Adversarial Attack | Diabetic Retinopathy | Average Queries98.5 | 4 | |
| Untargeted Adversarial Attack | Diabetic Retinopathy | Average Queries50 | 4 | |
| Image Classification | Diabetic Retinopathy (test) | Accuracy58.49 | 3 | |
| Diabetic Retinopathy Classification | Diabetic Retinopathy MDG setting | F1 (Grade 3)50.1 | 2 | |
| Diabetic Retinopathy Diagnosis and Segmentation | Diabetic Retinopathy 3,000 fundus images (5-fold cross-validation) | Global AUPRC98.7 | 1 |
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