An improved CapsNet based on data augmentation for driver vigilance estimation with forehead single-channel EEG - Yang, Huizhou; Huang, Jingwen; Yu, Yifei; Sun, Zhigang; Zhang, Shouyi; Liu, Yunfei; Liu, Han; Xia, Lijuan (Cognitive neurodynamics, 2024)
Keywords: Accuracy; Algorithms; Artificial Intelligence; Biochemistry; Biomedical and Life Sciences; Biomedicine; Brain; Cognitive Psychology; Computer Science; Correlation coefficients; Data augmentation; Deep learning; EEG; Electroencephalography; Feature maps; Forehead; Fourier transforms; Generative adversarial networks; Integrated approach; Methods; Neurosciences; Physiology; Research Article; Root-mean-square errors; Traffic accidents; Vigilance; Single-channel EEG signals; Cross-subject; Capsule network; Vigilance estimation; CGAN; Self-attention