Survival Prediction on TCGA-BLCA (n = 373)
0.71C-indexMurreNet
Evaluation Results
| Method | Links | |
|---|---|---|
| MurreNetPathological images=true, Genomic profiles=true2025.07 | 0.71 | |
| CMTAPathological images=true, Genomic profiles=true2025.07 | 0.683 | |
| MOTCatPathological images=true, Genomic profiles=true2025.07 | 0.683 | |
| MCATPathological images=true, Genomic profiles=true2025.07 | 0.677 | |
| SurvPathPathological images=true, Genomic profiles=true2025.07 | 0.673 | |
| M3IFPathological images=true, Genomic profiles=true2025.07 | 0.662 | |
| PORPOISEPathological images=true, Genomic profiles=true2025.07 | 0.651 | |
| MOMEPathological images=true, Genomic profiles=true2025.07 | 0.65 | |
| ABMILPathological images=true, Genomic profiles=false2025.07 | 0.64 | |
| TransMILPathological images=true, Genomic profiles=false2025.07 | 0.64 | |
| DSMILPathological images=true, Genomic profiles=false2025.07 | 0.636 | |
| SNNPathological images=false, Genomic profiles=true2025.07 | 0.625 | |
| CLAMPathological images=true, Genomic profiles=false2025.07 | 0.618 | |
| PANTHERAll + MLPLearning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=MLP2024.05 | 0.612 | |
| MLPPathological images=false, Genomic profiles=true2025.07 | 0.611 | |
| DTFD-MILPathological images=true, Genomic profiles=false2025.07 | 0.61 | |
| OTLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.603 | |
| PANTHERAll + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.602 | |
| TransMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.595 | |
| CoxnnetPathological images=false, Genomic profiles=true2025.07 | 0.591 | |
| PANTHERWA + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.586 | |
| DeepSetsLearning Paradigm=Unsupervised, Features=UNI2024.05 | 0.581 | |
| H2TLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.566 | |
| ABMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.55 | |
| ILRALearning Paradigm=Supervised, Features=UNI2024.05 | 0.55 | |
| PANTHERTop + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.543 | |
| ProtoCountsLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.533 | |
| DSMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.501 | |
| PANTHERBot. + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.494 | |
| AttnMISLLearning Paradigm=Supervised, Features=UNI, Prototypes (C)=162024.05 | 0.485 |