A subject transfer neural network fuses Generator and Euclidean alignment for EEG-based motor imagery classification.

Journal: Journal of neuroscience methods
Published Date: May 9, 2025

Abstract

BACKGROUND: Brain-computer interface (BCI) facilitates the connection between human brain and computer, enabling individuals to control external devices indirectly through cognitive processes. Although it has great development prospects, the significant difference in EEG signals among individuals hinders users from further utilizing the BCI system.

Authors

  • Chengqiang Xie
    School of Electronics and Communication Engineering, Guangzhou University, Guangzhou 510006, China.
  • Li Wang
    College of Marine Electrical Engineering, Dalian Maritime University, Dalian, China.
  • Jiafeng Yang
    School of Electronics and Communication Engineering, Guangzhou University, Guangzhou 510006, China.
  • Jiaying Guo
    School of Electronics and Communication Engineering, Guangzhou University, Guangzhou 510006, China.

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