Classification on PANDA (grading)
0.937Cohen's KappaPTCMIL
Evaluation Results
| Method | Links | |
|---|---|---|
| PTCMILFeature extraction=UNI2025.07 | 0.937 | |
| TransMILFeature extraction=UNI2025.07 | 0.936 | |
| ABMILFeature extraction=UNI2025.07 | 0.935 | |
| CLAMFeature extraction=UNI2025.07 | 0.933 | |
| MambaMILFeature extraction=UNI2025.07 | 0.929 | |
| ILRAFeature extraction=CTransPath2025.07 | 0.928 | |
| PTCMILFeature extraction=CTransPath2025.07 | 0.928 | |
| ILRAFeature extraction=UNI2025.07 | 0.924 | |
| PANTHERFeature extraction=UNI2025.07 | 0.923 | |
| CLAMFeature extraction=CTransPath2025.07 | 0.915 | |
| DGR-MILFeature extraction=UNI2025.07 | 0.915 | |
| DTFD-MILFeature extraction=CTransPath2025.07 | 0.913 | |
| DTFD-MILFeature extraction=UNI2025.07 | 0.911 | |
| MambaMILFeature extraction=CTransPath2025.07 | 0.902 | |
| DSMILFeature extraction=CTransPath2025.07 | 0.9 | |
| TransMILFeature extraction=CTransPath2025.07 | 0.897 | |
| DGR-MILFeature extraction=CTransPath2025.07 | 0.894 | |
| ABMILFeature extraction=CTransPath2025.07 | 0.892 | |
| DSMILFeature extraction=UNI2025.07 | 0.857 | |
| PANTHERFeature extraction=CTransPath2025.07 | 0.72 |