Weakly Supervised Classification on TCGA-BRCA Few-shot
88.23AccuracyMUSE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MUSEShots=16-shot2026.02 | 88.23 | 91.82 | 81.44 | |
| DSMILShots=16-shot2026.02 | 88.03 | 91.05 | 81.38 | |
| ViLa-MILShots=16-shot2026.02 | 87.78 | 92.36 | 81.31 | |
| CLAM-MBShots=16-shot2026.02 | 86.94 | 92.59 | 81.32 | |
| FOCUSShots=16-shot2026.02 | 86.78 | 92.14 | 80.51 | |
| ABMILShots=16-shot2026.02 | 86.39 | 91.87 | 80.69 | |
| WiKGShots=16-shot2026.02 | 85.91 | 90.48 | 77.1 | |
| CLAM-SBShots=16-shot2026.02 | 85.85 | 92.03 | 80.05 | |
| TopShots=16-shot2026.02 | 85.65 | 89.5 | 75.54 | |
| Mean PoolingShots=16-shot2026.02 | 84.63 | 89.6 | 77.38 | |
| MUSEShots=8-shot2026.02 | 84.37 | 88.39 | 76.29 | |
| MUSEShots=4-shot2026.02 | 84.14 | 86.66 | 73.81 | |
| ViLa-MILShots=8-shot2026.02 | 83.92 | 84.54 | 72.25 | |
| TransMILShots=16-shot2026.02 | 83.89 | 89.61 | 75.88 | |
| FOCUSShots=8-shot2026.02 | 83.02 | 84.28 | 68.94 | |
| DSMILShots=8-shot2026.02 | 82.63 | 82.58 | 72.51 | |
| CLAM-SBShots=8-shot2026.02 | 81.92 | 87.24 | 74.69 | |
| ViLa-MILShots=4-shot2026.02 | 81.8 | 82.62 | 68.9 | |
| WiKGShots=8-shot2026.02 | 81.44 | 81.28 | 68.63 | |
| TopShots=8-shot2026.02 | 81.44 | 83.38 | 70.29 | |
| TopShots=4-shot2026.02 | 80.96 | 78.45 | 65.73 | |
| TransMILShots=8-shot2026.02 | 80.9 | 81.07 | 69.15 | |
| CLAM-MBShots=4-shot2026.02 | 80.7 | 86.07 | 73.43 | |
| CLAM-MBShots=8-shot2026.02 | 80.7 | 86.07 | 73.43 | |
| Max PoolingShots=16-shot2026.02 | 80.54 | 84.89 | 72.82 | |
| FOCUSShots=4-shot2026.02 | 80.16 | 82.81 | 68.76 | |
| TransMILShots=4-shot2026.02 | 79.93 | 77.06 | 63.71 | |
| WiKGShots=4-shot2026.02 | 79.83 | 83.79 | 67.51 | |
| CLAM-SBShots=4-shot2026.02 | 79.8 | 84.96 | 73.4 | |
| Mean PoolingShots=8-shot2026.02 | 79.48 | 82.19 | 71.03 | |
| ABMILShots=4-shot2026.02 | 79.42 | 83.43 | 71.75 | |
| ABMILShots=8-shot2026.02 | 79.22 | 85.9 | 72.39 | |
| DSMILShots=4-shot2026.02 | 78.71 | 83.94 | 68.62 | |
| Max PoolingShots=4-shot2026.02 | 77.17 | 69.55 | 60.51 | |
| Mean PoolingShots=4-shot2026.02 | 76.65 | 75.94 | 66.9 | |
| Max PoolingShots=8-shot2026.02 | 76.55 | 76.07 | 64.63 |