Table 4 ASD classification on the ABIDE dataset with 871 subjects
Reference | Method | Number of ROIs | Accuracy (%) |
|---|---|---|---|
Mostafa et al. [10] | LDA | 264 | 77.7 |
Hu et al. [15] | FCNN | 116 | 69.8 |
Liu et al. [16] | DFC+SVM | 116 | 76.8 |
Brahim and Farrugia [17] | GFT+SVM | 360 | 60.9 |
Yin et al. [18] | AE+DNN | 264 | 79.2 |
Parisot et al. [22] | GCN | 111 | 69.5 |
Rakhimberdina et al. [24] | GCN-based ensemble | 111 | 73.1 |
Shao et al. [28] | DFS+GCN | 111 | 79.5 |
Our proposed method | HCAN | 111 | 82.9 |