Brain Network Classification on ABCD
96.2AUROCBRAINNETTF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BRAINNETTFType=Ours2022.10 | 96.2 | 88.4 | 89.4 | 88.4 | |
| FBNETGNNType=Learnable Network2022.10 | 94.5 | 87.2 | 87 | 86.7 | |
| VanillaTFType=Graph Transformer2022.10 | 94.3 | 85.9 | 87.7 | 82.6 | |
| BrainNetCNNType=Fixed Network2022.10 | 93.5 | 85.7 | 87.9 | 83 | |
| BrainGBType=Fixed Network2022.10 | 91.9 | 83.1 | 84.6 | 81.5 | |
| SANType=Graph Transformer2022.10 | 90.1 | 81 | 84.9 | 77.5 | |
| GraphormerType=Graph Transformer2022.10 | 89 | 80.2 | 81.8 | 82.4 | |
| DGMType=Learnable Network2022.10 | 76.8 | 68.6 | 40.5 | 95.6 | |
| BrainNetGNNType=Learnable Network2022.10 | 75.3 | 67.5 | 67.7 | 68 |