IDRID
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Optic Disc Segmentation | IDRID | DSC96.99 | 20 | |
| Diabetic Retinopathy (DR) grading | IDRID | Accuracy74.8 | 20 | |
| Diabetic Macular Edema detection | IDRiD DME | AUC86.17 | 18 | |
| Diabetic Retinopathy Detection | IDRiD DR | AUC82.57 | 18 | |
| Diabetic Retinopathy Classification | IDRiD (test) | AUC74.2 | 13 | |
| Optic disc segmentation | IDRiD (test) | Dice Score96.19 | 11 | |
| Diabetic Retinopathy grading | IDRID ESDG (test) | AUC72.9 | 11 | |
| Optic Disc Segmentation | IDRiD Source: GoDARTS (external verification) | DSC95.41 | 10 | |
| DR Grading | IDRiD (10-fold cross-val) | AUC90.79 | 10 | |
| Medical Image Segmentation | IDRiD relabeled | Vessel mIoU87.5 | 9 | |
| Lesion Segmentation | IDRiD | EX Error Rate3 | 9 | |
| Diabetic Retinopathy lesion segmentation | IDRID (test) | mDice49.72 | 9 | |
| Medical Image Classification | IDRID | Accuracy58.5 | 7 | |
| Image Classification | IDRiD | Accuracy97.39 | 6 | |
| Diabetic Retinopathy detection | IDRiD (test) | AUROC76.1 | 4 | |
| Diabetic Retinopathy grading | IDRiD | AUROC0.807 | 4 | |
| Diabetic Retinopathy Grading Classification | IDRID Eval (test) | Accuracy63.75 | 4 | |
| Optic Disc Detection | IDRiD (test) | ED20.5 | 3 | |
| Fovea Detection | IDRiD (test) | Euclidean Distance (ED)32.1 | 3 | |
| Disc segmentation | IDRID (out-of-distribution) | Dice Score0.958 | 2 | |
| Fovea localization | IDRID | L2 Distance (pixels)14.68 | 1 |
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