Survival Analysis on TCGA BLCA (test)
0.668C-IndexHEALNet
Evaluation Results
| Method | Links | |
|---|---|---|
| HEALNetFusion strategy=Hybrid early-fusion2023.11 | 0.668 | |
| ProSurvPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.655 | |
| TopoMamSurv2026.05 | 0.654 | |
| ProSurvPathology Modality=false, Genomic Modality=true, Multimodal Training Unimodal Testing=true2025.03 | 0.646 | |
| CMTAPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.642 | |
| MOTCATFusion strategy=Intermediate2023.11 | 0.631 | |
| PorpoiseFusion strategy=Late2023.11 | 0.62 | |
| MCATFusion strategy=Intermediate2023.11 | 0.62 | |
| MCATPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.616 | |
| TransMILPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=false2025.03 | 0.614 | |
| MambaMILPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=false2025.03 | 0.612 | |
| GraphMamba2026.05 | 0.612 | |
| ProSurvPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=true2025.03 | 0.611 | |
| Shazam2025.03 | 0.608 | |
| Uni-modalModality=Omics2023.11 | 0.606 | |
| G-HANetPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=true2025.03 | 0.603 | |
| MOTCATPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.6 | |
| H-optimus-12025.03 | 0.599 | |
| UNI 22025.03 | 0.598 | |
| MambaMIL2026.05 | 0.588 | |
| WIKGPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=false2025.03 | 0.585 | |
| SurvPathPathology Modality=true, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.584 | |
| Phikon-v22025.03 | 0.583 | |
| DeepGraphConv2026.05 | 0.58 | |
| ABMILPathology Modality=true, Genomic Modality=false, Multimodal Training Unimodal Testing=false2025.03 | 0.575 | |
| HGT2026.05 | 0.575 | |
| Patch-GCN+VarPool2026.05 | 0.571 | |
| PerceiverFusion strategy=Early Fusion2023.11 | 0.565 | |
| Patch-GCN2026.05 | 0.562 | |
| Virchow22025.03 | 0.561 | |
| TransMIL2026.05 | 0.561 | |
| Uni-modalModality=WSI2023.11 | 0.556 | |
| SNNTransPathology Modality=false, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.553 | |
| MultiModNFusion strategy=Sequential Fusion2023.11 | 0.551 | |
| GraphLSurv2026.05 | 0.551 | |
| SNNPathology Modality=false, Genomic Modality=true, Multimodal Training Unimodal Testing=false2025.03 | 0.539 | |
| Prov-Gigapath2025.03 | 0.539 | |
| CLAM-SB2026.05 | 0.528 | |
| CLAM-MB2026.05 | 0.512 |