Overall Survival Prediction on TCGA-LUSC (5-fold cross-validation)
0.6319C-indexKEMM
Evaluation results
| Method | Links | |
|---|---|---|
| KEMMWSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.6319 | |
| Transformer (Cat)WSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.6313 | |
| BioBERTWSI=false, Genomic=false, Report=true, Prognostic background knowledge=false2025.12 | 0.6161 | |
| SurvPathWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6082 | |
| TransMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6081 | |
| BioClinicalBERTWSI=false, Genomic=false, Report=true, Prognostic background knowledge=false2025.12 | 0.6019 | |
| Transformer (BP)WSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.5963 | |
| MeanMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.5928 | |
| DSMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.5909 | |
| AttnMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.5905 | |
| PIBDWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.5882 | |
| CMTAWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.5749 | |
| MOTCatWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.5702 | |
| MCATWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.5614 | |
| SNNWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.5572 | |
| MaxMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.5554 | |
| MLPWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.5547 | |
| PorpoiseWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.5529 | |
| GenePTransWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.549 |