Distilling EEG representations via capsules for affective computing

• Published in: Pattern recognition letters Vol. 171; pp. 99 - 105
• Main Authors: Zhang, Guangyi, Etemad, Ali
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.07.2023
• Subjects: Capsule network; Deep learning; Electroencephalography; Model compression; Deep learning; Electroencephalography; Capsule network; Model compression

•We distill EEG representations via capsule-based architectures.•We encourage lightweight model to mimic heavy model distillation using privileged information.•Our proposed framework performs well given the high compression rate and limited training samples.•Our framework achieves state-of-the-art r...