Survival Analysis on UCEC TCGA (5-fold cross-validation)
0.7536C-Index2DMambaMIL
Evaluation Results
| Method | Links | |
|---|---|---|
| 2DMambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7536 | |
| KEMMWSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.7532 | |
| Expert5-fold cross-validation=true2026.06 | 0.7532 | |
| Agent5-fold cross-validation=true2026.06 | 0.7472 | |
| DTFD-MILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7462 | |
| S4-MILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7459 | |
| Agent+Expert5-fold cross-validation=true2026.06 | 0.7454 | |
| MambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7419 | |
| SRMambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7398 | |
| CMTAWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7386 | |
| BioClinicalBERTWSI=false, Genomic=false, Report=true, Prognostic background knowledge=false2025.12 | 0.7318 | |
| MOTCatWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.726 | |
| MCATWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7253 | |
| MLPWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7245 | |
| ABMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7243 | |
| SNNWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7241 | |
| PorpoiseWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7229 | |
| PIBDWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7123 | |
| SurvPathWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7041 | |
| GenePTransWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7035 | |
| BioBERTWSI=false, Genomic=false, Report=true, Prognostic background knowledge=false2025.12 | 0.7003 | |
| TransMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.6997 | |
| Transformer (Cat)WSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.6831 | |
| Transformer (BP)WSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.6536 | |
| DSMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6384 | |
| AttnMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6381 | |
| MeanMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6376 | |
| DSMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.6324 | |
| CLAMEvaluation Protocol=5-fold cross-validation2024.12 | 0.6312 | |
| TransMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6273 | |
| MaxMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.5485 |