Survival Prediction on CPTAC External (test)
65.18C-IndexOurs (Tch)
Evaluation Results
| Method | Links | |
|---|---|---|
| Ours (Tch)Train Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 65.18 | |
| PIBDTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 63.52 | |
| MOTCatTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 60.66 | |
| MCATTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 60.43 | |
| Ours (Stu)Train Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 60.15 | |
| Ours (Dst)Train Modality=Histology and Genomics, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 59.63 | |
| MoMETrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 59.63 | |
| DTFD-MILTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 59.48 | |
| CLAM-MBTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 59.43 | |
| AETrain Modality=Histology and Genomics, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 59.31 | |
| TransMILTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 59.26 | |
| DAS-MILTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 59.21 | |
| CLAM-SBTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 59.19 | |
| LMTrain Modality=Histology and Genomics, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 59.01 | |
| WiKGTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 58.02 | |
| G-HANetTrain Modality=Histology and Genomics, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 57.96 | |
| MMPTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 57.53 | |
| ABMILTrain Modality=Histology, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 57.36 | |
| LD-CVAETrain Modality=Histology and Genomics, Test Modality=Histology, Zero-shot evaluation=true2025.08 | 56.67 | |
| SMLTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 55.53 | |
| ConcatTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 55.49 | |
| SurvPathTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 55.1 | |
| SNNTrain Modality=Genomics, Test Modality=Genomics, Zero-shot evaluation=true2025.08 | 54.54 | |
| MRePathTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 53.76 | |
| BilinearTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 53.73 | |
| CMTATrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 52.64 | |
| AddTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics, Zero-shot evaluation=true2025.08 | 50 |