Survival prediction on LUAD NLST
0.634C-indexPANTHERAll + MLP
Evaluation Results
| Method | Links | |
|---|---|---|
| PANTHERAll + MLPLearning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=MLP2024.05 | 0.634 | |
| PANTHERAll + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.623 | |
| OTLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.607 | |
| H2TLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.603 | |
| AttnMISLLearning Paradigm=Supervised, Features=UNI, Prototypes (C)=162024.05 | 0.577 | |
| ABMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.519 | |
| PANTHERBot. + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.519 | |
| DeepSetsLearning Paradigm=Unsupervised, Features=UNI2024.05 | 0.509 | |
| DSMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.5 | |
| ProtoCountsLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.5 | |
| TransMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.484 | |
| ILRALearning Paradigm=Supervised, Features=UNI2024.05 | 0.482 | |
| PANTHERWA + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.482 | |
| PANTHERTop + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.417 |