REFUGE
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Medical Image Segmentation | REFUGE | Dice Score0.9462 | 49 | |
| Glaucoma Detection | REFUGE 2.0 (test) | AUC89.62 | 40 | |
| Medical Image Segmentation | REFUGE2 Zeiss | mDice90.19 | 21 | |
| Medical Image Segmentation | REFUGE TOPCON 2 | Dice Score90.17 | 21 | |
| Segmentation | REFUGE2 Optic-Cup | Dice87.5 | 21 | |
| Optic Cup Segmentation | Refuge | JAC93 | 20 | |
| Optic Disc segmentation | Refuge | JAC96.1 | 19 | |
| Classification | REFUGE (test) | AUC93.9 | 18 | |
| Semantic Segmentation | REFUGE (test) | mIoU83.57 | 15 | |
| Optic Cup and Disc Segmentation | REFUGE 2020 (val) | Cup Dice87.2 | 14 | |
| Glaucoma Diagnosis | REFUGE2 | BACC92.7 | 11 | |
| Multi-label Fundus Image Segmentation | REFUGE 45 (seen) | OD Score84.9 | 11 | |
| Joint Optic Disc and Cup Segmentation | Refuge (Source) | DSC (OD)91.21 | 8 | |
| Classification | REFUGE CFP Modality | Accuracy94.7 | 8 | |
| Fundus Image Segmentation | REFUGE to Drishti-GS | Dice (Optic cup)89.63 | 6 | |
| Optic disc and cup segmentation | REFUGE (test) | Dice OC89.12 | 6 | |
| Image Classification | REFUGE | AUC94.1 | 6 | |
| Optic Disc Segmentation | REFUGE (test) | DC96 | 5 | |
| Segmentation | REFUGE | DI (Disc)0.855 | 5 | |
| Glaucoma Screening | REFUGE SMDG-19 | Accuracy95.9 | 4 | |
| Classification | REFUGE | ACC85.3 | 4 | |
| Optic Cup Segmentation | REFUGE 20 (train) | Dice Score0.938 | 3 | |
| Fovea Detection | REFUGE (test) | Error Distance (ED)32.5 | 2 | |
| Disc segmentation | REFUGE2 (out-of-distribution) | Dice Score95.6 | 1 | |
| Fovea localization | REFUGE2 | L2 Distance (pixels)10.68 | 1 |
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