Glioma Grading on TCGA GBM-LGG (3-fold val)
89.15AUCOurs (Tch)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Ours (Tch)Train Modality=Histopathology, Genomics, Test Modality=Histopathology, Genomics2025.08 | 89.15 | 74.93 | 71.21 | 87.79 | 69.99 | |
| Ours (Tch)Train Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 89.15 | 74.93 | 71.21 | 87.79 | 69.99 | |
| MMPTrain Modality=Histopathology, Genomics, Test Modality=Histopathology, Genomics2025.08 | 89.12 | 71.18 | 67.64 | 85.97 | 64.74 | |
| MMPTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 89.12 | 71.18 | 67.64 | 85.97 | 64.74 | |
| MOTCatTrain Modality=Histopathology, Genomics, Test Modality=Histopathology, Genomics2025.08 | 88.88 | 72.85 | 68.59 | 86.74 | 64.16 | |
| MOTCatTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 88.88 | 72.85 | 68.59 | 86.74 | 64.16 | |
| MRePathTrain Modality=Histopathology, Genomics, Test Modality=Histopathology, Genomics2025.08 | 88.7 | 72.14 | 68.37 | 86.43 | 66.13 | |
| MRePathTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 88.7 | 72.14 | 68.37 | 86.43 | 66.13 | |
| Ours (Dst)Train Modality=Histopathology, Genomics, Test Modality=Histopathology2025.08 | 88.56 | 74.38 | 71.5 | 87.57 | 70.93 | |
| Ours (Dst)Train Histopathology=true, Train Genomics=true, Test Histopathology=true2025.08 | 88.56 | 74.38 | 71.5 | 87.57 | 70.93 | |
| LD-CVAETrain Modality=Histopathology, Genomics, Test Modality=Histopathology2025.08 | 88.42 | 72.57 | 69.14 | 86.59 | 68.71 | |
| LD-CVAETrain Histopathology=true, Train Genomics=true, Test Histopathology=true2025.08 | 88.42 | 72.57 | 69.14 | 86.59 | 68.71 | |
| SMLTrain Modality=Histopathology, Genomics, Test Modality=Histopathology, Genomics2025.08 | 88.37 | 73.71 | 70.54 | 87.4 | 69.12 | |
| SMLTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 88.37 | 73.71 | 70.54 | 87.4 | 69.12 | |
| MoMETrain Modality=Histopathology, Genomics, Test Modality=Histopathology, Genomics2025.08 | 88.35 | 72.72 | 69.06 | 86.76 | 66.4 | |
| MoMETrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 88.35 | 72.72 | 69.06 | 86.76 | 66.4 | |
| Ours (Stu)Train Modality=Histopathology, Test Modality=Histopathology2025.08 | 88.18 | 73.45 | 70.95 | 87.23 | 70.38 | |
| Ours (Stu)Train Histopathology=true, Test Histopathology=true2025.08 | 88.18 | 73.45 | 70.95 | 87.23 | 70.38 | |
| CMTATrain Modality=Histopathology, Genomics, Test Modality=Histopathology, Genomics2025.08 | 88.02 | 71.73 | 67.9 | 86.51 | 63.9 | |
| CMTATrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 88.02 | 71.73 | 67.9 | 86.51 | 63.9 | |
| G-HANetTrain Modality=Histopathology, Genomics, Test Modality=Histopathology2025.08 | 87.15 | 71.35 | 67.82 | 85.97 | 67.39 | |
| G-HANetTrain Histopathology=true, Train Genomics=true, Test Histopathology=true2025.08 | 87.15 | 71.35 | 67.82 | 85.97 | 67.39 | |
| WiKGTrain Modality=Histopathology, Test Modality=Histopathology2025.08 | 86.94 | 71.34 | 68.01 | 86.01 | 67.05 | |
| ConcatTrain Modality=Histopathology, Genomics, Test Modality=Histopathology, Genomics2025.08 | 86.94 | 71 | 67.01 | 85.89 | 65.43 | |
| WiKGTrain Histopathology=true, Test Histopathology=true2025.08 | 86.94 | 71.34 | 68.01 | 86.01 | 67.05 | |
| ConcatTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 86.94 | 71 | 67.01 | 85.89 | 65.43 | |
| AETrain Modality=Histopathology, Genomics, Test Modality=Histopathology2025.08 | 86.87 | 71.22 | 68.42 | 86.09 | 67.83 | |
| AETrain Histopathology=true, Train Genomics=true, Test Histopathology=true2025.08 | 86.87 | 71.22 | 68.42 | 86.09 | 67.83 | |
| SNNTrain Modality=Genomics, Test Modality=Genomics2025.08 | 86.79 | 69.41 | 66.17 | 85.35 | 65.66 | |
| SNNTrain Genomics=true, Test Genomics=true2025.08 | 86.79 | 69.41 | 66.17 | 85.35 | 65.66 | |
| BilinearTrain Modality=Histopathology, Genomics, Test Modality=Histopathology, Genomics2025.08 | 86.77 | 70.44 | 65.75 | 85.18 | 64.16 | |
| BilinearTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 86.77 | 70.44 | 65.75 | 85.18 | 64.16 | |
| MCATTrain Modality=Histopathology, Genomics, Test Modality=Histopathology, Genomics2025.08 | 86.74 | 65.25 | 62 | 83.33 | 57.19 | |
| MCATTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 86.74 | 65.25 | 62 | 83.33 | 57.19 | |
| TransMILTrain Modality=Histopathology, Test Modality=Histopathology2025.08 | 85.73 | 65.85 | 61.95 | 83.36 | 54.51 | |
| TransMILTrain Histopathology=true, Test Histopathology=true2025.08 | 85.73 | 65.85 | 61.95 | 83.36 | 54.51 | |
| DTFD-MILTrain Modality=Histopathology, Test Modality=Histopathology2025.08 | 84.92 | 68.2 | 65.9 | 84.7 | 65.25 | |
| DTFD-MILTrain Histopathology=true, Test Histopathology=true2025.08 | 84.92 | 68.2 | 65.9 | 84.7 | 65.25 | |
| AddTrain Modality=Histopathology, Genomics, Test Modality=Histopathology, Genomics2025.08 | 84.6 | 66.08 | 61.88 | 83.42 | 61.28 | |
| AddTrain Histopathology=true, Train Genomics=true, Test Histopathology=true, Test Genomics=true2025.08 | 84.6 | 66.08 | 61.88 | 83.42 | 61.28 | |
| ABMILTrain Modality=Histopathology, Test Modality=Histopathology2025.08 | 84.4 | 64.89 | 62.81 | 83.12 | 62.26 | |
| ABMILTrain Histopathology=true, Test Histopathology=true2025.08 | 84.4 | 64.89 | 62.81 | 83.12 | 62.26 | |
| LMTrain Modality=Histopathology, Genomics, Test Modality=Histopathology2025.08 | 84.37 | 67.46 | 65.15 | 84.35 | 64.33 | |
| LMTrain Histopathology=true, Train Genomics=true, Test Histopathology=true2025.08 | 84.37 | 67.46 | 65.15 | 84.35 | 64.33 | |
| CLAM-SBTrain Modality=Histopathology, Test Modality=Histopathology2025.08 | 84.35 | 66.92 | 64.76 | 84.15 | 63.94 | |
| CLAM-SBTrain Histopathology=true, Test Histopathology=true2025.08 | 84.35 | 66.92 | 64.76 | 84.15 | 63.94 | |
| CLAM-MBTrain Modality=Histopathology, Test Modality=Histopathology2025.08 | 84.17 | 67.02 | 64.86 | 84.18 | 63.94 | |
| CLAM-MBTrain Histopathology=true, Test Histopathology=true2025.08 | 84.17 | 67.02 | 64.86 | 84.18 | 63.94 |