Neurodevelopmental disorder diagnosis on ADHD-200 Schaefer atlas (test)
77.1AccuracyI²B-HGNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| I²B-HGNNType=Ours2025.02 | 77.1 | 82.83 | 82.74 | |
| DGTNType=P.GCN2025.02 | 76.15 | 78.92 | 79.93 | |
| EV-GCNType=P.GCN2025.02 | 76.02 | 80.47 | 82 | |
| RGTNetType=B.GCN2025.02 | 74.09 | 74.12 | 70.1 | |
| Pop-GCNType=P.GCN2025.02 | 73.45 | 81.32 | 74.48 | |
| GATEType=P.GCN2025.02 | 73.2 | 75.41 | 72.15 | |
| LG-GNNType=P.GCN2025.02 | 71.55 | 77.82 | 75.93 | |
| AL-NEGATType=B.GCN2025.02 | 69.75 | 66.85 | 68.42 | |
| MLPType=Traditional2025.02 | 68.78 | 70.33 | 67.15 | |
| ContrastPoolType=B.GCN2025.02 | 68.66 | 72.79 | 68.31 | |
| DGCNType=B.GCN2025.02 | 66.31 | 70.05 | 69.12 | |
| InceptionGCNType=P.GCN2025.02 | 66.26 | 71.49 | 70.61 | |
| BrainGNNType=B.GCN2025.02 | 65.86 | 66.09 | 67.51 | |
| SVMType=Traditional2025.02 | 64.48 | 58.29 | 64.25 |