CSP-Net: Common spatial pattern empowered neural networks for EEG-based motor imagery classification

• Published in: Knowledge-based systems Vol. 305; p. 112668
• Main Authors: Jiang, Xue, Meng, Lubin, Chen, Xinru, Xu, Yifan, Wu, Dongrui
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 03.12.2024
• Subjects: Brain–computer interfaces; Common spatial pattern; Convolutional neural network; Electroencephalogram; Motor imagery; Motor imagery; Common spatial pattern; Electroencephalogram; Brain–computer interfaces; Convolutional neural network

Electroencephalogram-based motor imagery (MI) classification is an important paradigm of non-invasive brain–computer interfaces. Common spatial pattern (CSP), which exploits different energy distributions on the scalp while performing different MI tasks, is very popular in MI classification. Convolu...