Diagnostic Classification on ABIDE-I AAL116 atlas
87.5AccuracyI²B-HGNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| I²B-HGNNModel Category=Ours, Protocol=Leave-one-site-out2025.02 | 87.5 | — | — | |
| DGTNModel Category=P.GCN, Protocol=Leave-one-site-out2025.02 | 83.3 | — | — | |
| AL-NEGATModel Category=B.GCN, Protocol=Leave-one-site-out2025.02 | 79.2 | — | — | |
| LG-GNNModel Category=B.GCN, Protocol=Leave-one-site-out2025.02 | 79.2 | — | — | |
| EV-GCNModel Category=P.GCN, Protocol=Leave-one-site-out2025.02 | 79.2 | — | — | |
| GATEModel Category=P.GCN, Protocol=Leave-one-site-out2025.02 | 79.2 | — | — | |
| I²B-HGNNType=Ours2025.02 | 78.64 | 82.03 | 80.45 | |
| EV-GCNType=P.GCN2025.02 | 77.14 | 80.73 | 77.18 | |
| DGTNType=P.GCN2025.02 | 76.71 | 79.54 | 77.51 | |
| ContrastPoolModel Category=B.GCN, Protocol=Leave-one-site-out2025.02 | 75 | — | — | |
| RGTNetModel Category=B.GCN, Protocol=Leave-one-site-out2025.02 | 75 | — | — | |
| GATEType=P.GCN2025.02 | 73.85 | 76.07 | 74.92 | |
| LG-GNNType=P.GCN2025.02 | 73.27 | 75.37 | 74.26 | |
| RGTNetType=B.GCN2025.02 | 73.21 | 75.1 | 72.69 | |
| Pop-GCNType=P.GCN2025.02 | 72.63 | 73.1 | 68.85 | |
| AL-NEGATType=B.GCN2025.02 | 72.37 | 74.22 | 72.81 | |
| DGCNType=B.GCN2025.02 | 71.03 | 71.65 | 70.44 | |
| ContrastPoolType=B.GCN2025.02 | 70.4 | 70.29 | 68.03 | |
| InceptionGCNType=P.GCN2025.02 | 69.43 | 72.9 | 70.25 | |
| MLPType=Traditional2025.02 | 68.89 | 72.89 | 69.15 | |
| BrainGNNType=B.GCN2025.02 | 66.76 | 69.39 | 67.21 | |
| SVMType=Traditional2025.02 | 64.22 | 64.97 | 64.83 |