Messidor
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Diabetic Retinopathy (DR) grading | Messidor | ACC69.1 | 22 | |
| Classification | Messidor Feature UCIrvine (5-fold cross-validation) | Macro F10.7698 | 17 | |
| Diabetic Retinopathy Classification | Messidor (test) | AUC86.8 | 17 | |
| Diabetic Retinopathy Grading | Messidor 2 (test) | Accuracy80.5 | 15 | |
| Diabetic Retinopathy grading | Messidor 2 (held-out) | Accuracy79.64 | 11 | |
| Diabetic Retinopathy grading | Messidor (held-out) | Accuracy68.3 | 11 | |
| Diabetic Retinopathy grading | Messidor ESDG (test) | AUC78.1 | 11 | |
| Diabetic Retinopathy Grading | Messidor (test) | Accuracy69.5 | 10 | |
| Classification | Messidor features UCIrvine | Macro F177.4 | 9 | |
| Ordinal Regression | Messidor (test) | Accuracy64.7 | 9 | |
| Diabetic Retinopathy Classification | MESSIDOR-2 | AUROC0.951 | 7 | |
| Diabetic Retinopathy Classification | Messidor | Accuracy69.48 | 6 | |
| Image Classification | Messidor | Accuracy95.99 | 6 | |
| Medical Image Classification | Messidor | Accuracy57.91 | 5 | |
| Diabetic Retinopathy grading | Messidor | AUROC0.864 | 4 | |
| Diabetic Retinopathy Classification | Messidor | F1 Score78.2 | 4 | |
| Binary Imbalanced Classification | Messidor Features | F1-score92.29 | 4 | |
| Diabetic Retinopathy grading | MESSIDOR2 Source Domain Generalization to other domains | Accuracy65.5 | 4 | |
| Diabetic Retinopathy grading | MESSIDOR Source Domain Generalization to other domains | Accuracy0.671 | 4 | |
| Image Generation | MessidorSet1 low-shot 400 imgs (train) | FID28.76 | 4 | |
| Diabetic Retinopathy Classification | Messidor | Accuracy70.1 | 3 | |
| DR grading | Messidor-2 (test) | Quadratic Kappa85.14 | 3 | |
| Retinal Image Synthesis | Messidor 177 images (test) | Mean Qv Score0.1254 | 2 | |
| Retinal Image Synthesis | Messidor reduced 171 images (test) | Mean ISC Score98.89 | 2 | |
| Optic Disc Segmentation | Messidor (test) | Metric- | 0 |
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