Brain Functional Network Classification on ADHD-200
83.6AccuracyBrain-HGCN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Brain-HGCNValidation=10-fold cross-validation2025.09 | 83.6 | 80.8 | 85.8 | 90.7 | |
| MM-GTUNetsArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.09 | 81.7 | 78.8 | 81.1 | 88.7 | |
| RTGMFFArchitecture Category=Transformer-based, Validation=10-fold cross-validation2025.09 | 80.7 | 79.5 | 81.3 | 80.4 | |
| A-GCLArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.09 | 77.8 | 76.4 | 79.4 | 77.9 | |
| MMAFNArchitecture Category=CNN-based, Validation=10-fold cross-validation2025.09 | 77.6 | 75.2 | 73.5 | 77.4 | |
| KMGCNArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.09 | 75.2 | 72.8 | 77 | 74.2 | |
| MCPATSArchitecture Category=Transformer-based, Validation=10-fold cross-validation2025.09 | 74 | 64.3 | 80.4 | 72.3 | |
| BNTArchitecture Category=Transformer-based, Validation=10-fold cross-validation2025.09 | 72.8 | 70.9 | 73.9 | 72.4 | |
| GBTArchitecture Category=Transformer-based, Validation=10-fold cross-validation2025.09 | 70.4 | 68.1 | 71.5 | 69.8 | |
| ResNet-50Architecture Category=CNN-based, Validation=10-fold cross-validation2025.09 | 68.5 | 57.7 | 78.1 | 67.9 | |
| BrainNetCNNArchitecture Category=CNN-based, Validation=10-fold cross-validation2025.09 | 68 | 65.8 | 70.4 | 68.1 | |
| BrainGBArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.09 | 65.8 | 61.3 | 70.3 | 65.8 | |
| BrainGNNArchitecture Category=GNN-based, Validation=10-fold cross-validation2025.09 | 64.7 | 67.9 | 62.7 | 65.3 | |
| VGG16Architecture Category=CNN-based, Validation=10-fold cross-validation2025.09 | 64.6 | 59.7 | 70.3 | 65 |