Diagnosis Classification on ADHD-200
81.4AccuracyI²B-HGNN
Evaluation results
| Method | Links | |
|---|---|---|
| I²B-HGNNAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 81.4 | |
| EV-GCNAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 79.9 | |
| I²B-HGNNAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 79.9 | |
| I²B-HGNNAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 79.7 | |
| DGTNAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 78.9 | |
| EV-GCNAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 78.9 | |
| I²B-HGNNAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 78.7 | |
| DGTNAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 78.4 | |
| DGTNAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 77.2 | |
| EV-GCNAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 76.4 | |
| EV-GCNAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 76.3 | |
| DGTNAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 76.1 | |
| LG-GNNAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 74.2 | |
| LG-GNNAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 73.7 | |
| RGTNetAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 73.7 | |
| RGTNetAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 73.2 | |
| LG-GNNAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 73.1 | |
| RGTNetAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 72.9 | |
| LG-GNNAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 72.9 | |
| GATEAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 72.7 | |
| RGTNetAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 72.4 | |
| GATEAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 72.2 | |
| PIMEEvaluation Protocol=5-fold CV2026.02 | 72.16 | |
| BrainNetTFEvaluation Protocol=5-fold CV2026.02 | 71.28 | |
| GATEAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 71.2 | |
| GATEAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 70.9 | |
| BrainIB++Evaluation Protocol=5-fold CV2026.02 | 70.73 | |
| BrainIBEvaluation Protocol=5-fold CV2026.02 | 70.28 | |
| ContrastPoolAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 70.1 | |
| ContrastPoolAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 70.1 | |
| AL-NEGATAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 69.6 | |
| ContrastPoolAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 69.4 | |
| ContrastPoolAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 69.4 | |
| Graph TransformerEvaluation Protocol=5-fold CV2026.02 | 69.38 | |
| AL-NEGATAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 69.1 | |
| AL-NEGATAtlas=Schaefer Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 68.5 | |
| AL-NEGATAtlas=AAL116 Atlas, Evaluation Protocol=Leave-one-site-out cross validation2025.02 | 68.2 | |
| GINEvaluation Protocol=5-fold CV2026.02 | 67.81 | |
| GATEvaluation Protocol=5-fold CV2026.02 | 67.59 | |
| DIR-GNNEvaluation Protocol=5-fold CV2026.02 | 66.71 | |
| PGIBEvaluation Protocol=5-fold CV2026.02 | 64.82 | |
| ProtGNNEvaluation Protocol=5-fold CV2026.02 | 64.68 | |
| GCNEvaluation Protocol=5-fold CV2026.02 | 63.72 | |
| SIBEvaluation Protocol=5-fold CV2026.02 | 61.84 |