PAPILA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Interactive Segmentation | PAPILA | Disc Dice97.5 | 18 | |
| Glaucoma Classification | PAPILA | AUROC87.9 | 11 | |
| Classification | PAPILA | Accuracy88.3 | 9 | |
| OOD Detection | PAPILA | AUC87.7 | 9 | |
| Optic Disc segmentation | Papila | DSC96.3 | 9 | |
| Optic Cup Segmentation | Papila | DSC85.8 | 9 | |
| Optic Disc and Cup Segmentation | PAPILA Zero-shot 488 samples | Dice (Cup)61.53 | 8 | |
| OOD Detection | PAPILA (test) | AUC87 | 7 | |
| Glaucoma Screening | PAPILA (SMDG-19) | Accuracy88.3 | 4 | |
| Image Classification | PAPILA Retinology Fundus | Accuracy88.3 | 4 | |
| Glaucoma classification | PAPILA (test) | AUROC74.1 | 4 | |
| Medical Image Segmentation | PAPILA | Dice99.4 | 2 | |
| Disc segmentation | PAPILA (out-of-distribution) | Dice Score0.961 | 2 | |
| Medical Image Classification | PAPILA | Accuracy78.57 | 2 |
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