Survival Prediction on TCGA-KIRP
0.851C-indexMambaMIL+
Evaluation Results
| Method | Links | |
|---|---|---|
| MambaMIL+Feature Extractor=CONCH2025.12 | 0.851 | |
| DeltaMILFeature Extractor=UNI [7]2025.12 | 0.8312 | |
| DeltaMILFeature Extractor=UNI2025.12 | 0.8312 | |
| ResTopoMIL2026.05 | 0.8182 | |
| TransMILGCE=false, Cross-validation=5-fold2026.05 | 0.818 | |
| MHIM-MIL2026.05 | 0.8073 | |
| DGR-MIL2026.05 | 0.8071 | |
| 2DMambaMIL2026.05 | 0.8027 | |
| DeltaMILFeature Extractor=ResNet-502025.12 | 0.8016 | |
| MambaMILFeature Extractor=UNI [7]2025.12 | 0.7978 | |
| MambaMILFeature Extractor=UNI2025.12 | 0.7978 | |
| MambaMIL+Feature Extractor=PLIP2025.12 | 0.795 | |
| MeanMILFeature Extractor=CONCH2025.12 | 0.795 | |
| Mean-PoolingFeature Extractor=UNI [7]2025.12 | 0.7913 | |
| Mean-PoolingFeature Extractor=UNI2025.12 | 0.7913 | |
| S4MILFeature Extractor=UNI [7]2025.12 | 0.7854 | |
| S4MILFeature Extractor=UNI2025.12 | 0.7854 | |
| ABMILGCE=false, Cross-validation=5-fold2026.05 | 0.779 | |
| ABMILFeature Extractor=UNI [7]2025.12 | 0.7773 | |
| ABMILFeature Extractor=UNI2025.12 | 0.7773 | |
| DTFD-MILGCE=false, Cross-validation=5-fold2026.05 | 0.777 | |
| CLAM-SBGCE=false, Cross-validation=5-fold2026.05 | 0.758 | |
| MHIM-MILGCE=false, Cross-validation=5-fold2026.05 | 0.758 | |
| IBMILGCE=false, Cross-validation=5-fold2026.05 | 0.753 | |
| HDMILGCE=false, Cross-validation=5-fold2026.05 | 0.753 | |
| MeanMILFeature Extractor=PLIP2025.12 | 0.752 | |
| CLAMFeature Extractor=UNI [7]2025.12 | 0.7518 | |
| CLAMFeature Extractor=UNI2025.12 | 0.7518 | |
| Mamba2MILFeature Extractor=ResNet-502025.12 | 0.7473 | |
| DSMILGCE=false, Cross-validation=5-fold2026.05 | 0.743 | |
| DSMILFeature Extractor=ResNet-502025.12 | 0.738 | |
| CAMILGCE=false, Cross-validation=5-fold2026.05 | 0.732 | |
| ILRA-MIL2026.05 | 0.7272 | |
| S4MILFeature Extractor=ResNet-502025.12 | 0.7257 | |
| Mamba2MILFeature Extractor=UNI [7]2025.12 | 0.7153 | |
| Mamba2MILFeature Extractor=UNI2025.12 | 0.7153 | |
| MambaMIL+Feature Extractor=ResNet-502025.12 | 0.713 | |
| CLAMFeature Extractor=ResNet-502025.12 | 0.7099 | |
| AB-MIL2026.05 | 0.7091 | |
| MambaMILFeature Extractor=ResNet-502025.12 | 0.707 | |
| CLAM-SB2026.05 | 0.7034 | |
| ABMILFeature Extractor=ResNet-502025.12 | 0.7028 | |
| TransMIL2026.05 | 0.7 | |
| DSMILFeature Extractor=UNI [7]2025.12 | 0.699 | |
| DSMILFeature Extractor=UNI2025.12 | 0.699 | |
| DS-MIL2026.05 | 0.6875 | |
| TransMILFeature Extractor=ResNet-502025.12 | 0.6815 | |
| TransMILFeature Extractor=UNI [7]2025.12 | 0.6727 | |
| TransMILFeature Extractor=UNI2025.12 | 0.6727 | |
| MeanMILFeature Extractor=ResNet-502025.12 | 0.662 | |
| Mean-PoolingFeature Extractor=ResNet-502025.12 | 0.6619 | |
| Max-PoolingFeature Extractor=ResNet-502025.12 | 0.5826 | |
| Max-PoolingFeature Extractor=UNI [7]2025.12 | 0.5662 | |
| Max-PoolingFeature Extractor=UNI2025.12 | 0.5662 | |
| DSMILGCE=true, Cross-validation=5-fold2026.05 | 0.023 | |
| HDMILGCE=true, Cross-validation=5-fold2026.05 | 0.023 | |
| MHIM-MILGCE=true, Cross-validation=5-fold2026.05 | 0.021 | |
| CAMILGCE=true, Cross-validation=5-fold2026.05 | 0.017 | |
| TransMILGCE=true, Cross-validation=5-fold2026.05 | 0.008 | |
| IBMILGCE=true, Cross-validation=5-fold2026.05 | 0.008 | |
| ABMILGCE=true, Cross-validation=5-fold2026.05 | 0.007 | |
| DTFD-MILGCE=true, Cross-validation=5-fold2026.05 | 0.007 | |
| CLAM-SBGCE=true, Cross-validation=5-fold2026.05 | 0 |