5-class Classification (OA-5) on Knee MRI
47Accuracyk=50 (Ablation)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| k=50 (Ablation)k=50, Pstep=10, Npool=1000, Ens=32026.03 | 47 | 39 | 41 | 82 | 54 | |
| img+msk2026.03 | 44 | 41 | 42 | 77 | 73 | |
| patient-specific feature-set selection frameworkk=25, Pstep=10, Npool=1000, Ens=32026.03 | 44 | 39 | 43 | 70 | 56 | |
| all rad.k=˜10^32026.03 | 43 | 40 | 45 | 73 | 61 | |
| patient-specific feature-set selection frameworkk=30, Pstep=10, Npool=1000, Ens=32026.03 | 43 | 36 | 40 | 66 | 50 | |
| E2E2026.03 | 41 | 36 | 38 | 74 | 58 | |
| Top-kk=30, Pstep=10, Npool=1000, Ens=32026.03 | 41 | 38 | 43 | 75 | 55 | |
| NoEns (Ablation)k=30, Pstep=10, Npool=1000, Ens=12026.03 | 39 | 37 | 40 | 67 | 49 | |
| Pstep↓ (Ablation)k=30, Pstep=5, Npool=1000, Ens=32026.03 | 37 | 26 | 31 | 66 | 30 | |
| k=20 (Ablation)k=20, Pstep=10, Npool=1000, Ens=32026.03 | 37 | 27 | 31 | 66 | 30 | |
| Npool↓ (Ablation)k=30, Pstep=10, Npool=500, Ens=32026.03 | 34 | 22 | 28 | 65 | 24 | |
| Top-kk=25, Pstep=10, Npool=1000, Ens=32026.03 | 34 | 30 | 33 | 61 | 38 | |
| RS (Ablation)k=30, Pstep=10, Ens=32026.03 | 33 | 31 | 36 | 67 | 42 |