Classification on TCGA-NSCLC subtyping
98.44AUCPTCMIL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PTCMILFeature extraction=UNI2025.07 | 98.44 | 93.81 | |
| TransMILFeature extraction=UNI2025.07 | 98.2 | 93.58 | |
| CLAMFeature extraction=UNI2025.07 | 98.11 | 93.21 | |
| MambaMILFeature extraction=UNI2025.07 | 97.96 | 92.68 | |
| DTFD-MILFeature extraction=UNI2025.07 | 97.89 | 92.23 | |
| PANTHERFeature extraction=UNI2025.07 | 97.82 | 91.92 | |
| ABMILFeature extraction=UNI2025.07 | 97.72 | 92.3 | |
| DSMILFeature extraction=UNI2025.07 | 97.56 | 93.43 | |
| DGR-MILFeature extraction=UNI2025.07 | 97.54 | 92.3 | |
| PTCMILFeature extraction=CTransPath2025.07 | 97.31 | 92.17 | |
| DTFD-MILFeature extraction=CTransPath2025.07 | 97.24 | 91.02 | |
| CLAMFeature extraction=CTransPath2025.07 | 97.13 | 91.6 | |
| MambaMILFeature extraction=CTransPath2025.07 | 96.85 | 91.85 | |
| DSMILFeature extraction=CTransPath2025.07 | 96.79 | 90.87 | |
| ILRAFeature extraction=UNI2025.07 | 96.72 | 90.04 | |
| TransMILFeature extraction=CTransPath2025.07 | 96.67 | 90.72 | |
| ILRAFeature extraction=CTransPath2025.07 | 96.33 | 90.19 | |
| DGR-MILFeature extraction=CTransPath2025.07 | 96.13 | 89.51 | |
| ABMILFeature extraction=CTransPath2025.07 | 95.61 | 89.81 | |
| PANTHERFeature extraction=CTransPath2025.07 | 93.39 | 91.64 | |
| PTCMILPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.07 | 69.49 | 67.03 | |
| DTFD-MILPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.07 | 66.47 | 62.5 | |
| DSMILPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.07 | 65.57 | 62.97 | |
| MambaMILPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.07 | 65.45 | 65.31 | |
| CLAMPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.07 | 62.04 | 61.41 | |
| TransMILPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.07 | 57.28 | 53.44 | |
| DGR-MILPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.07 | 55.84 | 62.03 | |
| ILRAPretrained on=Camelyon16, Evaluation protocol=few-shot adaptation2025.07 | 50.15 | 53.91 |