Survival Prediction on TCGA-BRCA (5-fold CV)
0.744C-IndexM2Surv
Evaluation results
| Method | Links | ||
|---|---|---|---|
| M2SurvModality=Multimodal2025.06 | 0.744 | — | |
| M2SurvModality=Pathology2025.06 | 0.735 | — | |
| MOTCatModality=Multimodal2025.06 | 0.727 | — | |
| KEMMWSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.725 | — | |
| BioClinicalBERTWSI=false, Genomic=false, Report=true, Prognostic background knowledge=false2025.12 | 0.7136 | — | |
| CMTAWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7132 | — | |
| PIBDModality=Multimodal2025.06 | 0.712 | — | |
| Transformer (Cat)WSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.7098 | — | |
| PorpoiseWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7077 | — | |
| BioBERTWSI=false, Genomic=false, Report=true, Prognostic background knowledge=false2025.12 | 0.7043 | — | |
| MCATWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7013 | — | |
| SNN+CLAMModality=Multimodal2025.06 | 0.699 | — | |
| CLAM-MBModality=Pathology2025.06 | 0.696 | — | |
| M2SurvModality=Genomic2025.06 | 0.696 | — | |
| SNNWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6959 | — | |
| MLPWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6934 | — | |
| CMTAModality=Multimodal2025.06 | 0.691 | — | |
| MOTCatWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6858 | — | |
| MCATModality=Multimodal2025.06 | 0.685 | — | |
| AMISLModality=Pathology2025.06 | 0.681 | — | |
| SNNTransModality=Genomic2025.06 | 0.679 | — | |
| SurvPathModality=Multimodal2025.06 | 0.679 | — | |
| MambaMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.675 | 0.065 | |
| SurvPathWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6744 | — | |
| PIBDWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6741 | — | |
| ABMILModality=Pathology2025.06 | 0.672 | — | |
| PorpoiseModality=Multimodal2025.06 | 0.668 | — | |
| TransMILModality=Pathology2025.06 | 0.663 | — | |
| MambaMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.651 | 0.029 | |
| GenePTransWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6457 | — | |
| S4MILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.641 | 0.057 | |
| Transformer (BP)WSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.6369 | — | |
| CLAM-MBFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.633 | 0.035 | |
| TransMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.632 | 0.029 | |
| DTFDMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.626 | 0.037 | |
| MLPModality=Genomic2025.06 | 0.622 | — | |
| SNNModality=Genomic2025.06 | 0.621 | — | |
| CLAM-MBFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.619 | 0.025 | |
| DTFDMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.616 | 0.02 | |
| S4MILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.614 | 0.051 | |
| DSMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.613 | 0.033 | |
| ABMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.612 | 0.059 | |
| Max-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.611 | 0.053 | |
| TransMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.611 | 0.065 | |
| DSMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.609 | 0.06 | |
| ABMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.607 | 0.036 | |
| Mean-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.603 | 0.06 | |
| Mean-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.602 | 0.057 | |
| AttnMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.5976 | — | |
| TransMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.5882 | — | |
| DSMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.5874 | — | |
| MeanMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.5867 | — | |
| Max-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.57 | 0.047 | |
| MaxMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.569 | — |