EEG Conformer: Convolutional Transformer for EEG Decoding and Visualization

• Main Authors: Yonghao Song (Author), Qingqing Zheng (Author), Bingchuan Liu (Author), Xiaorong Gao (Author)
• Format: Book
• Published: IEEE, 2023-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Due to the limited perceptual field, convolutional neural networks (CNN) only extract local temporal features and may fail to capture long-term dependencies for EEG decoding. In this paper, we propose a compact Convolutional Transformer, named EEG Conformer, to encapsulate local and global features...