EyePACS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Diabetic Retinopathy Diagnosis | EyePACS In-Domain | AUC97.7 | 36 | |
| Medical Image Classification | EyePACs | F1 Score50.29 | 12 | |
| Diabetic Retinopathy Grading | EyePACS 100% (train) | Quadratic Weighted Kappa83.22 | 11 | |
| Diabetic Retinopathy Grading | EyePACS 25% (train) | Quadratic Weighted Kappa80.74 | 11 | |
| Diabetic Retinopathy Grading | EyePACS 10% (train) | Quadratic Weighted Kappa77.49 | 11 | |
| Diabetic Retinopathy Grading | EyePACS 5% (train) | QW Kappa75.4 | 11 | |
| Diabetic Retinopathy Grading | EyePACS 1% (train) | Quadratic Weighted Kappa68.37 | 11 | |
| Diabetic Retinopathy Grading | EyePACS (test) | Accuracy80 | 10 | |
| Glaucoma Screening | EyePACS | Accuracy94.55 | 8 | |
| Classification | EyePACS | Client 1 Accuracy86.94 | 8 | |
| Disease staging classification | EyePACS (test) | Overall F1 Score46.8 | 6 | |
| Diabetic Retinopathy Classification | EyePACS | Accuracy80.04 | 6 | |
| Diabetic Retinopathy grading | EyePACS (held-out target) | Accuracy83.18 | 6 | |
| DR grading | EyePACS (External val) | Kappa0.705 | 6 | |
| Image Synthesis | EyePACs | Inception Score7.615 | 6 | |
| Medical image classification (Retina) | EyePACS | Accuracy64.9 | 5 | |
| Diabetic Retinopathy Grading | EyePACS | Accuracy77.8 | 5 | |
| Diabetic Retinopathy grading | Eyepacs (held-out) | Accuracy74.8 | 5 | |
| DR grading | Eyepacs (test) | Quadratic Weighted Kappa80.78 | 5 | |
| Visual ranking | EyePACS | Spearman Correlation (Sp)0.86 | 4 | |
| Diabetic Retinopathy grading | EYEPACS Source Domain (Generalization to other domains) | Accuracy62.5 | 4 |
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