Survival Prediction on TCGA-STAD (test)
0.651C-indexMARBLE
Evaluation Results
| Method | Links | |
|---|---|---|
| MARBLE2026.02 | 0.651 | |
| 2DMambaMIL2026.02 | 0.6428 | |
| MambaMIL2026.02 | 0.6244 | |
| ProSurvPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=true2025.03 | 0.62 | |
| DTFD-MIL2026.02 | 0.6168 | |
| SRMambaMIL2026.02 | 0.613 | |
| ABMIL2026.02 | 0.6119 | |
| ProSurvPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.609 | |
| DSMIL2026.02 | 0.601 | |
| S4-MIL2026.02 | 0.6001 | |
| TransMIL2026.02 | 0.5978 | |
| CLAM2026.02 | 0.5883 | |
| G-HANetPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=true2025.03 | 0.588 | |
| CMTAPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.577 | |
| MambaMILPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=false2025.03 | 0.574 | |
| MCATPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.572 | |
| MOTCATPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.563 | |
| ABMILPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=false2025.03 | 0.561 | |
| SNNTransPathology Modality=false, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.555 | |
| WIKGPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=false2025.03 | 0.551 | |
| SurvPathPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.551 | |
| ProSurvPathology Modality=false, Genomic Modality=true, Multimodal Training Unimodal Testing=true2025.03 | 0.54 | |
| SNNPathology Modality=false, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.539 | |
| TransMILPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=false2025.03 | 0.522 |