Table 3. .
Ablation analysis. Left: Average ROI-level classification AUC for ablation analysis of the ST transformer over 10 trials. Right: Average ROI-level classification AUC for four deep learning–based models over 10 trials
| Model | ABIDE | HCP | Approach | ABIDE | HCP |
|---|---|---|---|---|---|
| Without attention | 0.626 | 0.618 | ST-GCN | 0.677 | 0.651 |
| Without GCN | 0.650 | 0.663 | Deep-fMRI | 0.649 | 0.640 |
| Without spatial | 0.581 | 0.592 | MsRNN | 0.668 | 0.654 |
| Without temporal | 0.619 | 0.634 | ST | 0.711 | 0.704 |
| Full model | 0.711 | 0.704 |