Subtyping prediction on EBRAINS 12 classes coarse (test)
85.4Balanced AccuracyPANTHERAll + MLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PANTHERAll + MLPSupervision Type=Unsupervised Representation, Evaluation Protocol=MLP head, Features=UNI, Prototypes=162024.05 | 85.4 | 90.8 | |
| TransMILSupervision Type=Supervised, Features=UNI2024.05 | 84.8 | 92.1 | |
| OTSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 83.7 | 91.5 | |
| ABMILSupervision Type=Supervised, Features=UNI2024.05 | 83.4 | 90.6 | |
| PANTHERAll + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 82.9 | 90.4 | |
| DSMILSupervision Type=Supervised, Features=UNI2024.05 | 82.4 | 88.2 | |
| ILRASupervision Type=Supervised, Features=UNI2024.05 | 82 | 89.6 | |
| AttnMISLSupervision Type=Supervised, Features=UNI, Prototypes=162024.05 | 64.7 | 82.3 | |
| PANTHERWA + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 56.9 | 78.4 | |
| PANTHERTop + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 55.4 | 75.8 | |
| H2TSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 18.1 | 42.1 | |
| PANTHERBot. + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 13.8 | 32.9 | |
| ProtoCountsSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 9.7 | 7.9 | |
| DeepSetsSupervision Type=Unsupervised, Features=UNI2024.05 | 8.2 | 20 |