Research Article

Affective EEG-Based Person Identification Using Channel Attention Convolutional Neural Dense Connection Network

Table 3

The average correct recognition accuracy of 8 brain functional areas and all electrode groups in EEG-net, CNN, CNNLSTM and CADCNN net experiments.

Cortical regionsCADCNNEEG netCNNCNNLSTM

Right frontal lobe0.86490.85690.91980.8612
Parietal lobe0.96240.84420.92990.8718
Left temporal lobe0.92170.77560.92490.8535
Right cerebral lobe0.92280.77160.92110.8620
Left cerebral lobe0.92220.79250.92260.8544
Right cerebral lobe0.89710.77560.92470.8503
Left frontal area0.91790.67500.92050.8705
Right temporal lobe0.91510.70370.91630.8666
All electrodes0.91070.88730.91620.9236