REFUGE
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Medical Image Segmentation | REFUGE | Dice Score0.9462 | 52 | |
| Glaucoma Detection | REFUGE 2.0 (test) | AUC89.62 | 40 | |
| Optic Disc segmentation | Refuge | DSC98 | 29 | |
| Optic Cup Segmentation | Refuge | DSC96.3 | 29 | |
| OC/OD segmentation | REFUGE Domain B (val) | Dice Score0.8726 | 24 | |
| OC/OD segmentation | REFUGE Domain A (test) | DICE89.82 | 24 | |
| 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 | REFUGE2 Cup | Dice Score88.6 | 18 | |
| Optic Disc Segmentation | REFUGE2 Disc | Dice Coefficient96.7 | 18 | |
| 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 | |
| Medical Image Segmentation | REFUGE 2 | Optic-Disc Dice95.2 | 12 | |
| Image Denoising | REFUGE | PSNR37.2 | 11 | |
| Glaucoma Diagnosis | REFUGE2 | BACC92.7 | 11 | |
| Multi-label Fundus Image Segmentation | REFUGE 45 (seen) | OD Score84.9 | 11 | |
| Optic Disc Segmentation | REFUGE GoDARTS (external verification) | DSC92.04 | 10 | |
| Optic Disc Segmentation | REFUGE (external val) | DSC (%)93.74 | 10 | |
| Joint Optic Disc and Cup Segmentation | Refuge (Source) | DSC (OD)91.21 | 8 | |
| Classification | REFUGE CFP Modality | Accuracy94.7 | 8 | |
| Image Denoising | REFUGE (300 randomly selected samples) | SSIM0.915 | 6 | |
| Fundus Image Segmentation | REFUGE to Drishti-GS | Dice (Optic cup)89.63 | 6 | |
| Optic disc and cup segmentation | REFUGE (test) | Dice OC89.12 | 6 |
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