Subtyping prediction on EBRAINS 30 classes fine (test)
70.1Balanced AccTransMIL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TransMILSupervision Type=Supervised, Features=UNI2024.05 | 70.1 | 75.8 | |
| OTSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 70 | 75.6 | |
| PANTHERAll + MLPSupervision Type=Unsupervised Representation, Evaluation Protocol=MLP head, Features=UNI, Prototypes=162024.05 | 69.3 | 76 | |
| PANTHERAll + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 69.1 | 75.6 | |
| ABMILSupervision Type=Supervised, Features=UNI2024.05 | 67.4 | 74.4 | |
| DSMILSupervision Type=Supervised, Features=UNI2024.05 | 64.8 | 69.8 | |
| ILRASupervision Type=Supervised, Features=UNI2024.05 | 61.8 | 69.5 | |
| AttnMISLSupervision Type=Supervised, Features=UNI, Prototypes=162024.05 | 53.4 | 63.6 | |
| PANTHERWA + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 49.7 | 59.8 | |
| PANTHERTop + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 47.1 | 57.1 | |
| H2TSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 11.7 | 22.3 | |
| ProtoCountsSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 3.8 | 1.8 | |
| PANTHERBot. + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 3.8 | 8 | |
| DeepSetsSupervision Type=Unsupervised, Features=UNI2024.05 | 3.3 | 7.3 |