Subtyping prediction on TCGA-NSCLC 2 classes (test)
98Balanced AccuracyDSMIL
Evaluation results
| Method | Links | |
|---|---|---|
| DSMILSupervision Type=Supervised, Features=UNI2024.05 | 98 | |
| PANTHERAll + MLPSupervision Type=Unsupervised Representation, Evaluation Protocol=MLP head, Features=UNI, Prototypes=162024.05 | 98 | |
| TransMILSupervision Type=Supervised, Features=UNI2024.05 | 95.9 | |
| OTSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 95 | |
| ABMILSupervision Type=Supervised, Features=UNI2024.05 | 94.9 | |
| ILRASupervision Type=Supervised, Features=UNI2024.05 | 93.9 | |
| PANTHERAll + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 93.9 | |
| H2TSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 92.9 | |
| AttnMISLSupervision Type=Supervised, Features=UNI, Prototypes=162024.05 | 88.8 | |
| PANTHERWA + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 88.8 | |
| PANTHERTop + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 85.7 | |
| PANTHERBot. + lin.Supervision Type=Unsupervised Representation, Evaluation Protocol=Linear probing, Features=UNI, Prototypes=162024.05 | 60.2 | |
| DeepSetsSupervision Type=Unsupervised, Features=UNI2024.05 | 57.1 | |
| ProtoCountsSupervision Type=Unsupervised, Features=UNI, Prototypes=162024.05 | 42.9 |