Weakly Supervised Classification on CAMELYON Few-shot
89.7AccuracyMUSE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MUSEShots=16-shot2026.02 | 89.7 | 92.52 | 88.59 | |
| FOCUSShots=16-shot2026.02 | 88.62 | 91.51 | 87.49 | |
| DSMILShots=16-shot2026.02 | 84.72 | 87.8 | 83.6 | |
| ViLa-MILShots=16-shot2026.02 | 84.6 | 88 | 83.24 | |
| MUSEShots=8-shot2026.02 | 84.01 | 88.32 | 82.42 | |
| ABMILShots=16-shot2026.02 | 82.37 | 85.48 | 81.04 | |
| CLAM-SBShots=16-shot2026.02 | 81.3 | 84.65 | 79.91 | |
| FOCUSShots=8-shot2026.02 | 80.33 | 83.95 | 78.19 | |
| CLAM-MBShots=16-shot2026.02 | 80.03 | 84.01 | 78.13 | |
| TopShots=16-shot2026.02 | 77.54 | 76.76 | 72.11 | |
| ViLa-MILShots=8-shot2026.02 | 76.87 | 79.15 | 72.79 | |
| MUSEShots=4-shot2026.02 | 74.86 | 76.65 | 68.66 | |
| Max PoolingShots=16-shot2026.02 | 74.46 | 78.38 | 72.15 | |
| DSMILShots=8-shot2026.02 | 73.19 | 74.63 | 70.2 | |
| CLAM-MBShots=8-shot2026.02 | 72.41 | 73.88 | 68.48 | |
| CLAM-SBShots=8-shot2026.02 | 71.67 | 73.56 | 67.16 | |
| ABMILShots=8-shot2026.02 | 71.52 | 75.05 | 69.69 | |
| WiKGShots=16-shot2026.02 | 71 | 70.73 | 66.58 | |
| Max PoolingShots=8-shot2026.02 | 70.37 | 74.63 | 67.64 | |
| TransMILShots=16-shot2026.02 | 68.81 | 68.24 | 61.23 | |
| FOCUSShots=4-shot2026.02 | 68.13 | 68.84 | 63.4 | |
| TransMILShots=8-shot2026.02 | 66.91 | 62.72 | 55.27 | |
| TopShots=8-shot2026.02 | 66.39 | 64.98 | 54.85 | |
| WiKGShots=8-shot2026.02 | 65.98 | 65.1 | 57.84 | |
| Mean PoolingShots=16-shot2026.02 | 65.83 | 62.5 | 55.04 | |
| ViLa-MILShots=4-shot2026.02 | 65.2 | 62.96 | 53.91 | |
| Mean PoolingShots=8-shot2026.02 | 64.05 | 61.53 | 55.14 | |
| TopShots=4-shot2026.02 | 63.04 | 56.39 | 49.28 | |
| Max PoolingShots=4-shot2026.02 | 62.93 | 62.5 | 55.58 | |
| WiKGShots=4-shot2026.02 | 62.15 | 56.6 | 51.13 | |
| ABMILShots=4-shot2026.02 | 62.04 | 58.98 | 49.61 | |
| CLAM-MBShots=4-shot2026.02 | 60.22 | 54.9 | 50.38 | |
| DSMILShots=4-shot2026.02 | 59.44 | 54.45 | 53.01 | |
| Mean PoolingShots=4-shot2026.02 | 59.07 | 51.19 | 47.17 | |
| TransMILShots=4-shot2026.02 | 58.95 | 52.07 | 47.01 | |
| CLAM-SBShots=4-shot2026.02 | 57.59 | 55.42 | 53.67 |