Survival Prediction on TCGA GBM-LGG (Internal test)
77.49C-IndexOurs (Tch)
Evaluation Results
| Method | Links | |
|---|---|---|
| Ours (Tch)Train Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 77.49 | |
| MMPTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 77.1 | |
| SurvPathTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 76.7 | |
| MOTCatTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 76.58 | |
| SMLTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 76.55 | |
| MRePathTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 76.42 | |
| PIBDTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 76.38 | |
| BilinearTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 76.31 | |
| ConcatTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 76.1 | |
| SNNTrain Modality=Genomics, Test Modality=Genomics2025.08 | 75.99 | |
| CMTATrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 75.34 | |
| MoMETrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 75.32 | |
| MCATTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 75.01 | |
| Ours (Dst)Train Modality=Histology and Genomics, Test Modality=Histology2025.08 | 74.47 | |
| LD-CVAETrain Modality=Histology and Genomics, Test Modality=Histology2025.08 | 74.01 | |
| AddTrain Modality=Histology and Genomics, Test Modality=Histology and Genomics2025.08 | 73.99 | |
| Ours (Stu)Train Modality=Histology, Test Modality=Histology2025.08 | 73.98 | |
| WiKGTrain Modality=Histology, Test Modality=Histology2025.08 | 73.95 | |
| G-HANetTrain Modality=Histology and Genomics, Test Modality=Histology2025.08 | 73.84 | |
| AETrain Modality=Histology and Genomics, Test Modality=Histology2025.08 | 73.76 | |
| TransMILTrain Modality=Histology, Test Modality=Histology2025.08 | 73.27 | |
| DTFD-MILTrain Modality=Histology, Test Modality=Histology2025.08 | 71.89 | |
| CLAM-SBTrain Modality=Histology, Test Modality=Histology2025.08 | 71.85 | |
| DAS-MILTrain Modality=Histology, Test Modality=Histology2025.08 | 71.84 | |
| CLAM-MBTrain Modality=Histology, Test Modality=Histology2025.08 | 71.81 | |
| LMTrain Modality=Histology and Genomics, Test Modality=Histology2025.08 | 71.81 | |
| ABMILTrain Modality=Histology, Test Modality=Histology2025.08 | 67.06 | |
| STEPHTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.7763 | |
| VanillaTraining Source=Traditional cancer-specific training on Mt2026.03 | 0.7756 | |
| Fine-tunedTraining Source=Traditional cancer-specific training on Mt2026.03 | 0.7744 | |
| ROUPKTTraining Source=Representation-based knowledge transfer from Ms2026.03 | 0.7726 | |
| Fine-tunedTraining Source=Representation-based knowledge transfer from Ms2026.03 | 0.7713 | |
| TIES AMTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.7699 | |
| Surgery AMTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.7696 | |
| AdaMergingTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.7477 | |
| Model Avg.Training Source=Model merging-based knowledge transfer from Ms2026.03 | 0.7401 | |
| Iso-C AMTraining Source=Model merging-based knowledge transfer from Ms2026.03 | 0.7253 |