Diagnosis on TCGA GBM-LGG and IvyGAP (3-fold val)
96.31AUCOurs (Tch)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Ours (Tch)Train Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 96.31 | 86.17 | 76.66 | 95.59 | 76.4 | |
| MMPTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 96.17 | 85.01 | 75.82 | 95.3 | 74.67 | |
| SMLTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 96.02 | 85.52 | 77.71 | 95.58 | 77.29 | |
| MRePathTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 95.11 | 82.09 | 73.11 | 94.47 | 72.36 | |
| BilinearTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 94.99 | 84.64 | 77.22 | 95.06 | 76.38 | |
| MCATTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 94.9 | 82.37 | 71.26 | 94.52 | 70.35 | |
| SurvPathTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 94.42 | 77.96 | 64.13 | 91.16 | 63.07 | |
| MOTCatTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 93.2 | 80.88 | 66.56 | 93.72 | 61.43 | |
| MoMETrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 93.04 | 80.83 | 67.32 | 93.93 | 63.18 | |
| AddTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 92.28 | 80.09 | 71.89 | 93.47 | 71.18 | |
| ConcatTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 89.65 | 73.05 | 61.9 | 91.48 | 61.26 | |
| CMTATrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 89.25 | 73.44 | 58.39 | 91.63 | 52.49 | |
| SNNTrain Genomics=true, Test Genomics=true2025.08 | 88.24 | 73.54 | 62.59 | 91.45 | 61.11 | |
| Ours (Dst)Train Histopathology=true, Train Genomics=true, Test Histopathology=true2025.08 | 86.68 | 67.39 | 55.21 | 88.77 | 54.85 | |
| Ours (Stu)Train Histopathology=true, Test Histopathology=true2025.08 | 84.3 | 63.9 | 54.04 | 88.22 | 53.25 | |
| LD-CVAETrain Histopathology=true, Train Genomics=true, Test Histopathology=true2025.08 | 84.27 | 64.28 | 51.02 | 87.84 | 48.37 | |
| AETrain Histopathology=true, Train Genomics=true, Test Histopathology=true2025.08 | 83.95 | 61.83 | 51.94 | 87.84 | 50.89 | |
| G-HANetTrain Histopathology=true, Train Genomics=true, Test Histopathology=true2025.08 | 83.53 | 61.75 | 50.93 | 87.55 | 50.17 | |
| WiKGTrain Histopathology=true, Test Histopathology=true2025.08 | 83.26 | 63.25 | 48.57 | 86.69 | 45.96 | |
| DTFD-MILTrain Histopathology=true, Test Histopathology=true2025.08 | 80.04 | 59.54 | 46.46 | 86.15 | 42.75 | |
| TransMILTrain Histopathology=true, Test Histopathology=true2025.08 | 79.55 | 57.27 | 45.96 | 85.56 | 42.37 | |
| CLAM-SBTrain Histopathology=true, Test Histopathology=true2025.08 | 79.39 | 57 | 45.92 | 85.74 | 41.85 | |
| CLAM-MBTrain Histopathology=true, Test Histopathology=true2025.08 | 79.3 | 56.67 | 45.38 | 85.65 | 41.33 | |
| LMTrain Histopathology=true, Train Genomics=true, Test Histopathology=true2025.08 | 79.19 | 55.83 | 46.25 | 85.67 | 41.58 | |
| DAS-MILTrain Histopathology=true, Test Histopathology=true2025.08 | 78.92 | 61.46 | 41.07 | 85.55 | 33.75 | |
| ABMILTrain Histopathology=true, Test Histopathology=true2025.08 | 78.48 | 55.81 | 40.09 | 82.93 | 35.45 |