Learning deep features for task-independent EEG-based biometric verification

• Published in: Pattern recognition letters Vol. 143; pp. 122 - 129
• Main Author: Maiorana, Emanuele
• Format: Journal Article
• Language: English
• Published: Amsterdam Elsevier B.V 01.03.2021; Elsevier Science Ltd
• Subjects: Artificial neural networks; Biometrics; Brain; Cognitive tasks; Data acquisition; Deep Learning; EEG; Electroencephalography; Feasibility studies; Neural networks; Recognition; Biometrics; 68T10; Electroencephalography; 68T07; Deep Learning

•The feasibility of doing task-independent EEG-based biometric recognition is evaluated.•Siamese training is employed to force CNNs learning task-independent EEG characteristics.•Different EEG channels separately modeled to learn features specific of each brain area.•EEG signals compared at short an...