Knee Osteoarthritis Grading on OAI (official held-out test)
0.849AccuracyH-SemiS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| H-SemiS2026.04 | 0.849 | 0.861 | 0.834 | 0.847 | — | — | |
| Mean-Teacher2026.04 | 0.803 | 0.815 | 0.823 | 0.819 | — | — | |
| π-Model2026.04 | 0.795 | 0.822 | 0.786 | 0.804 | — | — | |
| MedViT2026.04 | 0.769 | 0.772 | 0.773 | 0.772 | — | — | |
| DenseNet2012026.04 | 0.748 | 0.753 | 0.756 | 0.754 | — | — | |
| CMT2026.04 | 0.732 | 0.748 | 0.725 | 0.736 | — | — | |
| ResNet502026.04 | 0.728 | 0.719 | 0.73 | 0.724 | — | — | |
| ViT-B/322026.04 | 0.704 | 0.726 | 0.731 | 0.728 | — | — | |
| ViT–CORALEnsemble inference=true, TTA=true, Ordinal threshold tuning=true2025.12 | 0.7029 | 69.8 | 71.56 | 70.19 | 92.18 | 81.61 | |
| VGG-192025.12 | 0.696 | — | — | — | — | — | |
| ResNet1012025.12 | 0.69 | 67 | — | 65 | — | — | |
| InceptionV32025.12 | 0.684 | — | — | — | — | — | |
| DenseNet1212025.12 | 0.682 | — | — | — | — | — | |
| MobileNetV22025.12 | 0.67 | 69 | — | 67 | — | — | |
| Deep Siamese CNN2025.12 | 0.6671 | — | — | — | — | — |