Survival Prediction on Overall Across Cohorts
0.629C-IndexSURVPATH
Evaluation Results
| Method | Links | |
|---|---|---|
| SURVPATHModality=Multimodal, Magnification=20x2023.04 | 0.629 | |
| MLPModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.599 | |
| MCATModality=Multimodal, Fusion Strategy=Early fusion, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.594 | |
| MOTCatModality=Multimodal, Fusion Strategy=Early fusion, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.589 | |
| TransMIL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.577 | |
| ABMIL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.571 | |
| TransMIL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.569 | |
| ABMIL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.56 | |
| TransMILModality=WSI, Magnification=20x2023.04 | 0.556 | |
| ABMILModality=WSI, Magnification=20x2023.04 | 0.554 | |
| SNNModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.55 | |
| S-MLPModality=Omics, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.549 | |
| AMISL (KP)Modality=Multimodal, Fusion Strategy=Kronecker product, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.544 | |
| AMISLModality=WSI, Magnification=20x2023.04 | 0.508 | |
| AMISL (Cat)Modality=Multimodal, Fusion Strategy=Concatenation, Magnification=20x, Pathway Sets=Reactome and Hallmark2023.04 | 0.501 |