Diagnostic Classification on ABIDE-I Schaefer atlas
79.34AccuracyI²B-HGNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| I²B-HGNNType=Ours2025.02 | 79.34 | 81.13 | 79.55 | |
| DGTNType=P.GCN2025.02 | 76.91 | 79.64 | 78.21 | |
| EV-GCNType=P.GCN2025.02 | 76.34 | 80.33 | 76.18 | |
| GATEType=P.GCN2025.02 | 74.45 | 74.77 | 76.12 | |
| LG-GNNType=P.GCN2025.02 | 74.17 | 74.17 | 73.46 | |
| Pop-GCNType=P.GCN2025.02 | 74.13 | 72.2 | 69.25 | |
| RGTNetType=B.GCN2025.02 | 74.11 | 73.99 | 73.29 | |
| AL-NEGATType=B.GCN2025.02 | 73.67 | 73.62 | 73.61 | |
| DGCNType=B.GCN2025.02 | 70.33 | 73.05 | 69.94 | |
| ContrastPoolType=B.GCN2025.02 | 69.6 | 71.49 | 66.53 | |
| InceptionGCNType=P.GCN2025.02 | 68.43 | 73.6 | 70.75 | |
| MLPType=Traditional2025.02 | 68.28 | 71.99 | 69.85 | |
| BrainGNNType=B.GCN2025.02 | 67.26 | 68.09 | 68.31 | |
| SVMType=Traditional2025.02 | 64.52 | 72.13 | 66.53 |