Table 5 Performance of TL-BLSTM-attention models based on EfficientNetB0 and VGG16 for different brain regions on unseen test data of TD-BRAIN dataset. The mean and standard deviation of each performance measure is presented.
Frontal | Central | Temporal | Parietal | Occipital | ||
|---|---|---|---|---|---|---|
VGG16-BLSTM-Attention | ACC (%) | 81.0 ± 4.2 | 79.2 ± 5.6 | 81.7 ± 4.1 | 79.9 ± 4.6 | 78.4 ± 3.8 |
SEN (%) | 77.8 ± 3.5 | 77.4 ± 4.1 | 74.1 ± 3.0 | 79.5 ± 3.7 | 76.6 ± 4.4 | |
SPE (%) | 81.9 ± 3.4 | 80.5 ± 3.7 | 82.5 ± 3.6 | 80.4 ± 3.1 | 78.5 ± 3.5 | |
AUC | 0.82 ± 0.05 | 0.80 ± 0.04 | 0.83 ± 0.05 | 0.79 ± 0.02 | 0.79 ± 0.03 | |
EfficientNetB0-BLSTM-Attention | ACC (%) | 80.8 ± 3.7 | 80.7 ± 2.6 | 82.3 ± 3.3 | 79.7 ± 4.8 | 80.2 ± 3.2 |
SEN (%) | 79.5 ± 1.9 | 78.1 ± 3.2 | 80.2 ± 3.4 | 78.3 ± 3.8 | 79.2 ± 2.9 | |
SPE (%) | 81.0 ± 3.0 | 81.2 ± 3.7 | 81.9 ± 2.8 | 79.0 ± 1.6 | 79.9 ± 3.1 | |
AUC | 0.82 ± 0.01 | 0.81 ± 0.03 | 0.83 ± 0.03 | 0.79 ± 0.05 | 0.79 ± 0.03 |
