Survival Prediction on TCGA-KIRC (5-fold CV)
0.7778C-IndexBioBERT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BioBERTWSI=false, Genomic=false, Report=true, Prognostic background knowledge=false2025.12 | 0.7778 | — | |
| KEMMWSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.7736 | — | |
| BioClinicalBERTWSI=false, Genomic=false, Report=true, Prognostic background knowledge=false2025.12 | 0.7664 | — | |
| HGP-Mamba2026.03 | 0.755 | — | |
| SRMambaMIL2026.03 | 0.751 | — | |
| CMTAWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7456 | — | |
| Transformer (Cat)WSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.7452 | — | |
| CLAM-MB2026.03 | 0.744 | — | |
| ABMIL2026.03 | 0.741 | — | |
| BiMambaMIL2026.03 | 0.739 | — | |
| PorpoiseWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7389 | — | |
| MOTCatWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7378 | — | |
| CLAM-SB2026.03 | 0.736 | — | |
| SurvPathWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7355 | — | |
| Transformer (BP)WSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.7332 | — | |
| PIBDWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7326 | — | |
| 2DMambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7311 | — | |
| MLPWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7291 | — | |
| Mean-Pooling2026.03 | 0.729 | — | |
| MambaMIL2026.03 | 0.728 | — | |
| DTFD-MILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7271 | — | |
| SNNWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7255 | — | |
| MCATWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.7248 | — | |
| S4-MILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7232 | — | |
| MambaMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.721 | 0.045 | |
| SRMambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7178 | — | |
| MambaMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.715 | 0.049 | |
| Max-Pooling2026.03 | 0.715 | — | |
| TransMIL2026.03 | 0.714 | — | |
| MambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7096 | — | |
| ABMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.7051 | — | |
| DTFDMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.702 | 0.034 | |
| S4MILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.695 | 0.026 | |
| TransMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.6944 | — | |
| GenePTransWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6935 | — | |
| S4MILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.691 | 0.039 | |
| DTFDMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.687 | 0.075 | |
| TransMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.684 | 0.052 | |
| DSMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.682 | 0.042 | |
| ABMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.677 | 0.057 | |
| DSMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.673 | 0.048 | |
| TransMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.673 | 0.03 | |
| Mean-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.669 | 0.065 | |
| TransMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6632 | — | |
| Mean-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.66 | 0.039 | |
| MaxMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6534 | — | |
| DSMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6529 | — | |
| AttnMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6479 | — | |
| MeanMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6472 | — | |
| Max-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.645 | 0.045 | |
| ABMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.643 | 0.077 | |
| DSMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.624 | — | |
| Max-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.616 | 0.038 | |
| CLAM-MBFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.597 | 0.022 | |
| CLAM-MBFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.596 | 0.003 | |
| CLAMEvaluation Protocol=5-fold cross-validation2024.12 | 0.5723 | — |