Survival Prediction on TCGA-BLCA (5-fold cross-validation)
0.677C-IndexMambaMIL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MambaMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.677 | 0.053 | |
| M2SurvModality=Multimodal2025.06 | 0.671 | — | |
| CMTAModality=Multimodal2025.06 | 0.67 | — | |
| MOTCatModality=Multimodal2025.06 | 0.659 | — | |
| MambaMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.652 | 0.028 | |
| PIBDModality=Multimodal2025.06 | 0.651 | — | |
| M2SurvModality=Pathology2025.06 | 0.646 | — | |
| MCATModality=Multimodal2025.06 | 0.64 | — | |
| SurvPathModality=Multimodal2025.06 | 0.635 | — | |
| AMISLModality=Pathology2025.06 | 0.627 | — | |
| SNN+CLAMModality=Multimodal2025.06 | 0.625 | — | |
| S4MILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.625 | 0.023 | |
| ABMILModality=Pathology2025.06 | 0.624 | — | |
| S4MILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.624 | 0.018 | |
| CLAM-MBModality=Pathology2025.06 | 0.623 | — | |
| TransMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.623 | 0.037 | |
| TransMILModality=Pathology2025.06 | 0.617 | — | |
| PorpoiseModality=Multimodal2025.06 | 0.617 | — | |
| CLAM-MBFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.6 | 0.029 | |
| Mean-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.599 | 0.039 | |
| Mean-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.595 | 0.067 | |
| M2SurvModality=Genomic2025.06 | 0.593 | — | |
| DSMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.593 | 0.018 | |
| DSMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.589 | 0.052 | |
| TransMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.586 | 0.059 | |
| SNNTransModality=Genomic2025.06 | 0.583 | — | |
| CLAM-MBFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.571 | 0.009 | |
| ABMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.571 | 0.041 | |
| DTFDMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.568 | 0.04 | |
| ABMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.565 | 0.06 | |
| DTFDMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.552 | 0.053 | |
| Max-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.54 | 0.05 | |
| Max-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.531 | 0.055 | |
| MLPModality=Genomic2025.06 | 0.53 | — | |
| SNNModality=Genomic2025.06 | 0.521 | — |