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Weakly Supervised Classification on TCGA-NSCLC Few-shot

89.74AccuracyMUSE
67.359273.169678.9884.7904Feb 24, 2026

Evaluation results

MethodLinks
MUSEShots=16-shot2026.0289.7496.8289.7
ABMILShots=16-shot2026.0289.2496.0889.22
DSMILShots=16-shot2026.0289.1495.6689.12
CLAM-SBShots=16-shot2026.0288.7395.3888.68
ViLa-MILShots=16-shot2026.0288.4195.1288.37
FOCUSShots=16-shot2026.0288.3895.6388.35
CLAM-MBShots=16-shot2026.0287.8795.2787.84
MUSEShots=8-shot2026.0287.2794.2787.2
TransMILShots=16-shot2026.0286.5193.9886.49
FOCUSShots=8-shot2026.0286.0493.6985.96
ABMILShots=8-shot2026.0285.8893.3385.84
DSMILShots=8-shot2026.0285.4492.3385.42
Max PoolingShots=16-shot2026.0285.2892.9385.25
CLAM-SBShots=8-shot2026.0285.2892.1785.25
WiKGShots=16-shot2026.0284.4392.2484.4
CLAM-MBShots=8-shot2026.0284.3691.7984.31
TopShots=16-shot2026.0284.391.6884.26
Mean PoolingShots=16-shot2026.0283.691.4483.51
ViLa-MILShots=8-shot2026.0283.579183.49
TopShots=8-shot2026.0281.4483.8470.29
TransMILShots=8-shot2026.0280.3487.7880.26
MUSEShots=4-shot2026.0279.987.5779.85
FOCUSShots=4-shot2026.0279.1487.0478.96
WiKGShots=8-shot2026.0278.4886.4378.36
ABMILShots=4-shot2026.0278.3884.9378.25
Mean PoolingShots=8-shot2026.0278.1385.8978.06
CLAM-MBShots=4-shot2026.027886.6977.73
DSMILShots=4-shot2026.0277.3184.7777.19
Max PoolingShots=8-shot2026.0276.6483.2776.58
CLAM-SBShots=4-shot2026.0276.4584.1576.05
ViLa-MILShots=4-shot2026.0274.9682.874.55
TransMILShots=4-shot2026.0271.9378.5471.19
WiKGShots=4-shot2026.0271.8680.871.43
Mean PoolingShots=4-shot2026.0271.3277.8770.72
TopShots=4-shot2026.0269.7474.4169.37
Max PoolingShots=4-shot2026.0268.2275.2267.54