ASD Classification on ABIDE-I (10-fold cross-validation)
87.3AUCMultimodal population graph learning framework
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Multimodal population graph learning frameworkModality=Multimodality, Evaluation Protocol=Stratified 10-fold cross-validation2026.03 | 87.3 | 84.4 | |
| EV-GCNModality=rs-fMRI*, Evaluation Protocol=Stratified 10-fold cross-validation2026.03 | 84.72 | 81.06 | |
| MMGCNModality=rs-fMRI*, Evaluation Protocol=Stratified 10-fold cross-validation2026.03 | 84 | 78.31 | |
| DeepGCNModality=rs-fMRI*, Evaluation Protocol=Stratified 10-fold cross-validation2026.03 | 82.59 | 77.27 | |
| Enhanced EvGCNModality=Multimodality, Evaluation Protocol=Stratified 10-fold cross-validation2026.03 | 82 | 74.81 | |
| ASDFormerModality=rs-fMRI*, Evaluation Protocol=Stratified 10-fold cross-validation2026.03 | 81.17 | 74.6 | |
| Brain Network TransformerModality=rs-fMRI*, Evaluation Protocol=Stratified 10-fold cross-validation2026.03 | 80.2 | 71 | |
| Com-BrainTFModality=rs-fMRI*, Evaluation Protocol=Stratified 10-fold cross-validation2026.03 | 79.6 | 72.5 | |
| GCNModality=Multimodality, Evaluation Protocol=Stratified 10-fold cross-validation2026.03 | 78 | 71.3 |