Subtyping prediction on CPTAC TCGA-NSCLC 2 classes (external test)
90.6Balanced AccuracyPANTHERAll + MLP
Evaluation results
| Method | Links | |
|---|---|---|
| PANTHERAll + MLPSupervision Type=Unsupervised Representation, Evaluation Protocol=MLP head, Features=UNI, Prototypes=162024.05 | 90.6 | |
| ABMILSupervision Type=Supervised, Features=UNI2024.05 | 90.4 | |
| ILRASupervision Type=Supervised, Features=UNI2024.05 | 88.7 | |
| PANTHERAll + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 88.2 | |
| TransMILSupervision Type=Supervised, Features=UNI2024.05 | 86.7 | |
| OTSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 86.7 | |
| PANTHERWA + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 86 | |
| PANTHERTop + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 83.3 | |
| AttnMISLSupervision Type=Supervised, Features=UNI, Prototypes=162024.05 | 82.3 | |
| H2TSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 82.1 | |
| DSMILSupervision Type=Supervised, Features=UNI2024.05 | 79.1 | |
| DeepSetsSupervision Type=Unsupervised, Features=UNI2024.05 | 70.7 | |
| PANTHERBot. + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 70.5 | |
| ProtoCountsSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 56.9 |