Survival Prediction on TCGA-KIRP (5-fold CV)
0.842C-IndexHGP-Mamba
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HGP-Mamba2026.03 | 0.842 | — | |
| CLAM-SB2026.03 | 0.838 | — | |
| Mean-Pooling2026.03 | 0.818 | — | |
| MambaMIL2026.03 | 0.815 | — | |
| CLAM-MB2026.03 | 0.812 | — | |
| MambaMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.805 | 0.051 | |
| 2DMambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.8027 | — | |
| S4MILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.799 | 0.055 | |
| TransMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.798 | 0.063 | |
| TransMIL2026.03 | 0.797 | — | |
| BiMambaMIL2026.03 | 0.796 | — | |
| DTFD-MILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7933 | — | |
| SRMambaMIL2026.03 | 0.793 | — | |
| ABMIL2026.03 | 0.791 | — | |
| S4-MILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7905 | — | |
| ABMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7824 | — | |
| MambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7822 | — | |
| Max-Pooling2026.03 | 0.782 | — | |
| ABMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.772 | 0.065 | |
| DTFDMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.772 | 0.096 | |
| DSMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.768 | 0.074 | |
| Mean-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.766 | 0.063 | |
| MambaMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.748 | 0.094 | |
| TransMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.747 | 0.082 | |
| SRMambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7424 | — | |
| TransMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7317 | — | |
| DTFDMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.724 | 0.102 | |
| DSMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.722 | 0.085 | |
| CLAM-MBFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.722 | 0.063 | |
| CLAMEvaluation Protocol=5-fold cross-validation2024.12 | 0.7197 | — | |
| DSMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7122 | — | |
| ABMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.707 | 0.099 | |
| Mean-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.691 | 0.073 | |
| S4MILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.689 | 0.061 | |
| CLAM-MBFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.679 | 0.037 | |
| Max-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.62 | 0.154 | |
| Max-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.53 | 0.105 |