Binary classification (OA-b) on Knee MRI
0.76AccuracyE2E
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| E2E2026.03 | 0.76 | 0.71 | 0.7 | 0.83 | — | |
| patient-specific feature-set selection frameworkk=25, Pstep=10, Npool=1000, Ens=32026.03 | 0.75 | 0.71 | 0.71 | 0.74 | — | |
| k=20 (Ablation)k=20, Pstep=10, Npool=1000, Ens=32026.03 | 0.74 | 0.69 | 0.68 | 0.71 | — | |
| k=50 (Ablation)k=50, Pstep=10, Npool=1000, Ens=32026.03 | 0.74 | 0.72 | 0.72 | 0.8 | — | |
| patient-specific feature-set selection frameworkk=30, Pstep=10, Npool=1000, Ens=32026.03 | 0.72 | 0.7 | 0.72 | 0.74 | — | |
| RS (Ablation)k=30, Pstep=10, Ens=32026.03 | 0.7 | 0.69 | 0.7 | 0.69 | — | |
| img+msk2026.03 | 0.7 | 0.69 | 0.72 | 0.81 | — | |
| Top-kk=30, Pstep=10, Npool=1000, Ens=32026.03 | 0.7 | 0.75 | 0.69 | 0.77 | — | |
| Pstep↓ (Ablation)k=30, Pstep=5, Npool=1000, Ens=32026.03 | 0.69 | 0.65 | 0.66 | 0.8 | — | |
| Npool↓ (Ablation)k=30, Pstep=10, Npool=500, Ens=32026.03 | 0.69 | 0.65 | 0.66 | 0.8 | — | |
| all rad.k=˜10^32026.03 | 0.69 | 0.67 | 0.68 | 0.81 | — | |
| NoEns (Ablation)k=30, Pstep=10, Npool=1000, Ens=12026.03 | 0.68 | 0.69 | 0.71 | 0.78 | — | |
| Top-kk=25, Pstep=10, Npool=1000, Ens=32026.03 | 0.61 | 0.68 | 0.61 | 0.67 | — |