Weakly Supervised Classification on TCGA-NSCLC Few-shot
89.74AccuracyMUSE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MUSEShots=16-shot2026.02 | 89.74 | 96.82 | 89.7 | |
| ABMILShots=16-shot2026.02 | 89.24 | 96.08 | 89.22 | |
| DSMILShots=16-shot2026.02 | 89.14 | 95.66 | 89.12 | |
| CLAM-SBShots=16-shot2026.02 | 88.73 | 95.38 | 88.68 | |
| ViLa-MILShots=16-shot2026.02 | 88.41 | 95.12 | 88.37 | |
| FOCUSShots=16-shot2026.02 | 88.38 | 95.63 | 88.35 | |
| CLAM-MBShots=16-shot2026.02 | 87.87 | 95.27 | 87.84 | |
| MUSEShots=8-shot2026.02 | 87.27 | 94.27 | 87.2 | |
| TransMILShots=16-shot2026.02 | 86.51 | 93.98 | 86.49 | |
| FOCUSShots=8-shot2026.02 | 86.04 | 93.69 | 85.96 | |
| ABMILShots=8-shot2026.02 | 85.88 | 93.33 | 85.84 | |
| DSMILShots=8-shot2026.02 | 85.44 | 92.33 | 85.42 | |
| Max PoolingShots=16-shot2026.02 | 85.28 | 92.93 | 85.25 | |
| CLAM-SBShots=8-shot2026.02 | 85.28 | 92.17 | 85.25 | |
| WiKGShots=16-shot2026.02 | 84.43 | 92.24 | 84.4 | |
| CLAM-MBShots=8-shot2026.02 | 84.36 | 91.79 | 84.31 | |
| TopShots=16-shot2026.02 | 84.3 | 91.68 | 84.26 | |
| Mean PoolingShots=16-shot2026.02 | 83.6 | 91.44 | 83.51 | |
| ViLa-MILShots=8-shot2026.02 | 83.57 | 91 | 83.49 | |
| TopShots=8-shot2026.02 | 81.44 | 83.84 | 70.29 | |
| TransMILShots=8-shot2026.02 | 80.34 | 87.78 | 80.26 | |
| MUSEShots=4-shot2026.02 | 79.9 | 87.57 | 79.85 | |
| FOCUSShots=4-shot2026.02 | 79.14 | 87.04 | 78.96 | |
| WiKGShots=8-shot2026.02 | 78.48 | 86.43 | 78.36 | |
| ABMILShots=4-shot2026.02 | 78.38 | 84.93 | 78.25 | |
| Mean PoolingShots=8-shot2026.02 | 78.13 | 85.89 | 78.06 | |
| CLAM-MBShots=4-shot2026.02 | 78 | 86.69 | 77.73 | |
| DSMILShots=4-shot2026.02 | 77.31 | 84.77 | 77.19 | |
| Max PoolingShots=8-shot2026.02 | 76.64 | 83.27 | 76.58 | |
| CLAM-SBShots=4-shot2026.02 | 76.45 | 84.15 | 76.05 | |
| ViLa-MILShots=4-shot2026.02 | 74.96 | 82.8 | 74.55 | |
| TransMILShots=4-shot2026.02 | 71.93 | 78.54 | 71.19 | |
| WiKGShots=4-shot2026.02 | 71.86 | 80.8 | 71.43 | |
| Mean PoolingShots=4-shot2026.02 | 71.32 | 77.87 | 70.72 | |
| TopShots=4-shot2026.02 | 69.74 | 74.41 | 69.37 | |
| Max PoolingShots=4-shot2026.02 | 68.22 | 75.22 | 67.54 |