Knee MRI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| 5-class classification (OA-5) | Knee MRI | Accuracy47 | 13 | |
| Binary classification (OA-b) | Knee MRI | Accuracy0.76 | 13 | |
| MRI Reconstruction | Knee MRI (test) | PSNR37.15 | 12 | |
| Undersampled MRI Reconstruction | Knee MRI | PSNR (dB)36.39 | 10 | |
| Bone- vs cartilage-specific scoring | Knee MRI Stage C Part 2 (B90) | AUC92.6 | 6 | |
| Bone- vs cartilage-specific scoring | Knee MRI Stage C Part 2 (B85) | AUC89.3 | 6 | |
| Cartilage/Bone vs Other classification | Knee MRI Stage B (B90) | AUC0.751 | 5 | |
| Cartilage/Bone vs Other classification | Knee MRI Stage B (B85) | AUC75.1 | 5 | |
| Anomaly detection | Knee MRI Stage A Full Cohort | AUC0.752 | 5 | |
| 4x Super-Resolution | Knee MRI | PSNR30.76 | 5 | |
| Joint-level tissue abnormality detection | Knee MRI Stage C Part 1 (B90) | AUC0.957 | 3 | |
| Joint-level tissue abnormality detection | Knee MRI Stage C Part 1 (B85) | AUC0.923 | 3 | |
| Super-Resolution | Knee MRI (test) | PSNR31.63 | 3 |
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