Survival Prediction on TCGA-CO-READ (5-fold cross-validation)
0.786C-IndexPIBD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PIBDModality=Multimodal2025.06 | 0.786 | — | |
| M2SurvModality=Multimodal2025.06 | 0.757 | — | |
| M2SurvModality=Pathology2025.06 | 0.749 | — | |
| TransMILModality=Pathology2025.06 | 0.747 | — | |
| MOTCatModality=Multimodal2025.06 | 0.742 | — | |
| SNNTransModality=Genomic2025.06 | 0.739 | — | |
| PorpoiseModality=Multimodal2025.06 | 0.738 | — | |
| SurvPathModality=Multimodal2025.06 | 0.731 | — | |
| ABMILModality=Pathology2025.06 | 0.73 | — | |
| MCATModality=Multimodal2025.06 | 0.724 | — | |
| CLAM-MBModality=Pathology2025.06 | 0.721 | — | |
| SNN+CLAMModality=Multimodal2025.06 | 0.716 | — | |
| MLPModality=Genomic2025.06 | 0.712 | — | |
| SNNModality=Genomic2025.06 | 0.711 | — | |
| AMISLModality=Pathology2025.06 | 0.71 | — | |
| M2SurvModality=Genomic2025.06 | 0.704 | — | |
| CMTAModality=Multimodal2025.06 | 0.704 | — | |
| MambaMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.698 | 0.063 | |
| TransMIL2026.03 | 0.695 | — | |
| HGP-Mamba2026.03 | 0.695 | — | |
| ABMIL2026.03 | 0.689 | — | |
| BiMambaMIL2026.03 | 0.683 | — | |
| CLAM-SB2026.03 | 0.681 | — | |
| SRMambaMIL2026.03 | 0.676 | — | |
| Mean-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.674 | 0.064 | |
| MambaMIL2026.03 | 0.674 | — | |
| Mean-Pooling2026.03 | 0.673 | — | |
| MambaMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.671 | 0.066 | |
| S4MILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.657 | 0.065 | |
| CLAM-MB2026.03 | 0.644 | — | |
| ABMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.641 | 0.013 | |
| DSMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.64 | 0.048 | |
| DTFDMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.638 | 0.034 | |
| DSMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.628 | 0.059 | |
| CLAM-MBFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.628 | 0.031 | |
| DTFDMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.625 | 0.061 | |
| ABMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.624 | 0.046 | |
| TransMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.624 | 0.014 | |
| TransMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.62 | 0.031 | |
| S4MILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.608 | 0.049 | |
| Max-Pooling2026.03 | 0.603 | — | |
| CLAM-MBFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.601 | 0.023 | |
| Max-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.599 | 0.07 | |
| Mean-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.592 | 0.109 | |
| Max-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.555 | 0.09 |