Survival Prediction on TCGA-STAD (5-fold cross-validation)
0.704C-IndexM2Surv
Evaluation results
| Method | Links | ||
|---|---|---|---|
| M2SurvModality=Genomic2025.06 | 0.704 | — | |
| M2SurvModality=Pathology2025.06 | 0.677 | — | |
| M2SurvModality=Multimodal2025.06 | 0.673 | — | |
| PIBDModality=Multimodal2025.06 | 0.668 | — | |
| TransMILModality=Pathology2025.06 | 0.66 | — | |
| PorpoiseModality=Multimodal2025.06 | 0.66 | — | |
| MambaMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.653 | 0.253 | |
| 2DMambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.6428 | — | |
| MambaMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.639 | 0.076 | |
| S4MILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.637 | 0.063 | |
| ABMILModality=Pathology2025.06 | 0.636 | — | |
| TransMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.63 | 0.067 | |
| SNN+CLAMModality=Multimodal2025.06 | 0.629 | — | |
| ABMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.629 | 0.061 | |
| TransMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.629 | 0.02 | |
| MCATModality=Multimodal2025.06 | 0.625 | — | |
| MambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.6244 | — | |
| DTFDMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.624 | 0.032 | |
| MOTCatModality=Multimodal2025.06 | 0.621 | — | |
| CLAM-MBModality=Pathology2025.06 | 0.62 | — | |
| SurvPathModality=Multimodal2025.06 | 0.62 | — | |
| DTFDMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.619 | 0.073 | |
| DTFD-MILEvaluation Protocol=5-fold cross-validation2024.12 | 0.6168 | — | |
| S4MILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.613 | 0.044 | |
| SRMambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.613 | — | |
| ABMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.6119 | — | |
| DSMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.609 | 0.057 | |
| Mean-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.603 | 0.052 | |
| DSMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.601 | 0.059 | |
| DSMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.601 | — | |
| S4-MILEvaluation Protocol=5-fold cross-validation2024.12 | 0.6001 | — | |
| TransMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.5978 | — | |
| Mean-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.595 | 0.059 | |
| CLAM-MBFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.593 | 0.02 | |
| CMTAModality=Multimodal2025.06 | 0.592 | — | |
| CLAMEvaluation Protocol=5-fold cross-validation2024.12 | 0.5883 | — | |
| CLAM-MBFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.582 | 0.014 | |
| Max-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.578 | 0.044 | |
| Max-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.577 | 0.072 | |
| ABMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.573 | 0.037 | |
| AMISLModality=Pathology2025.06 | 0.553 | — | |
| SNNTransModality=Genomic2025.06 | 0.547 | — | |
| MLPModality=Genomic2025.06 | 0.497 | — | |
| SNNModality=Genomic2025.06 | 0.485 | — |