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Classification on TCGA-NSCLC subtyping

98.44AUCPTCMIL
48.218461.256774.29587.3333Jul 24, 2025

Evaluation results

MethodLinks
PTCMILFeature extraction=UNI2025.0798.4493.81
TransMILFeature extraction=UNI2025.0798.293.58
CLAMFeature extraction=UNI2025.0798.1193.21
MambaMILFeature extraction=UNI2025.0797.9692.68
DTFD-MILFeature extraction=UNI2025.0797.8992.23
PANTHERFeature extraction=UNI2025.0797.8291.92
ABMILFeature extraction=UNI2025.0797.7292.3
DSMILFeature extraction=UNI2025.0797.5693.43
DGR-MILFeature extraction=UNI2025.0797.5492.3
PTCMILFeature extraction=CTransPath2025.0797.3192.17
DTFD-MILFeature extraction=CTransPath2025.0797.2491.02
CLAMFeature extraction=CTransPath2025.0797.1391.6
MambaMILFeature extraction=CTransPath2025.0796.8591.85
DSMILFeature extraction=CTransPath2025.0796.7990.87
ILRAFeature extraction=UNI2025.0796.7290.04
TransMILFeature extraction=CTransPath2025.0796.6790.72
ILRAFeature extraction=CTransPath2025.0796.3390.19
DGR-MILFeature extraction=CTransPath2025.0796.1389.51
ABMILFeature extraction=CTransPath2025.0795.6189.81
PANTHERFeature extraction=CTransPath2025.0793.3991.64
PTCMILPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.0769.4967.03
DTFD-MILPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.0766.4762.5
DSMILPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.0765.5762.97
MambaMILPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.0765.4565.31
CLAMPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.0762.0461.41
TransMILPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.0757.2853.44
DGR-MILPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.0755.8462.03
ILRAPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.0750.1553.91