ISUP grading on PANDA Radboud 6 classes (test)
0.931Cohen's KappaPANTHERAll + MLP
Evaluation Results
| Method | Links | |
|---|---|---|
| PANTHERAll + MLPSupervision Type=Unsupervised Representation, Evaluation Protocol=MLP head, Features=UNI, Prototypes=162024.05 | 0.931 | |
| ILRASupervision Type=Supervised, Features=UNI2024.05 | 0.925 | |
| TransMILSupervision Type=Supervised, Features=UNI2024.05 | 0.922 | |
| ABMILSupervision Type=Supervised, Features=UNI2024.05 | 0.918 | |
| DSMILSupervision Type=Supervised, Features=UNI2024.05 | 0.911 | |
| PANTHERAll + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 0.909 | |
| AttnMISLSupervision Type=Supervised, Features=UNI, Prototypes=162024.05 | 0.894 | |
| OTSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 0.883 | |
| PANTHERWA + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 0.787 | |
| H2TSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 0.755 | |
| PANTHERTop + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 0.689 | |
| ProtoCountsSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 0.13 | |
| PANTHERBot. + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 0 |