Domain-Generalized EEG Classification With Category-Oriented Feature Decorrelation and Cross-View Consistency Learning

• Main Authors: Shuang Liang (Author), Changsheng Xuan (Author), Wenlong Hang (Author), Baiying Lei (Author), Jun Wang (Author), Jing Qin (Author), Kup-Sze Choi (Author), Yu Zhang (Author)
• Format: Book
• Published: IEEE, 2023-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Generalizing the electroencephalogram (EEG) decoding methods to unseen subjects is an important research direction for realizing practical application of brain-computer interfaces (BCIs). Since distribution shifts across subjects, the performance of most current deep neural networks for decoding EEG...