ISUP grading on PANDA 6 classes Karolinska (test)
0.942Cohen's KappaTransMIL
Evaluation Results
| Method | Links | |
|---|---|---|
| TransMILSupervision Type=Supervised, Features=UNI2024.05 | 0.942 | |
| ABMILSupervision Type=Supervised, Features=UNI2024.05 | 0.935 | |
| ILRASupervision Type=Supervised, Features=UNI2024.05 | 0.931 | |
| PANTHERAll + MLPSupervision Type=Unsupervised Representation, Evaluation Protocol=MLP head, Features=UNI, Prototypes=162024.05 | 0.923 | |
| DSMILSupervision Type=Supervised, Features=UNI2024.05 | 0.909 | |
| AttnMISLSupervision Type=Supervised, Features=UNI, Prototypes=162024.05 | 0.882 | |
| PANTHERAll + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 0.866 | |
| OTSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 0.817 | |
| PANTHERWA + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 0.663 | |
| PANTHERTop + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 0.631 | |
| H2TSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 0.457 | |
| PANTHERBot. + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 0.071 |