GAMMA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Interactive Segmentation | GAMMA | Disc Dice97.9 | 18 | |
| Medical Image Segmentation | GAMMA relabeled | Vessel IoU88.6 | 9 | |
| Optic Disc segmentation | Gamma | DSC97.4 | 9 | |
| Optic Cup Segmentation | Gamma | DSC91.4 | 9 | |
| Joint Optic Disc and Cup Segmentation | Gamma (Target) | DSC (Optic Disc)81.49 | 8 | |
| Glaucoma classification | GAMMA | Kappa89.35 | 8 | |
| Multimodal eye disease classification | GAMMA Gaussian noise σ=0.3 on OCT (test) | Accuracy83 | 7 | |
| Multimodal eye disease classification | GAMMA Gaussian noise σ=0.1 on Fundus (test) | Accuracy66.6 | 7 | |
| Multimodal eye disease classification | GAMMA Original (test) | Accuracy85 | 7 | |
| Semantic Segmentation | GAMMA (test) | Dice (Unlabeled)99.97 | 6 | |
| Glaucoma grading | GAMMA (test) | Precision82.22 | 6 | |
| Staging & Diagnosis | GAMMA n=20 (test) | BAcc60 | 6 | |
| Data Contamination Detection | gamma | Metric- | 0 |
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