Cargando…

Local and global convolutional transformer-based motor imagery EEG classification

Transformer, a deep learning model with the self-attention mechanism, combined with the convolution neural network (CNN) has been successfully applied for decoding electroencephalogram (EEG) signals in Motor Imagery (MI) Brain-Computer Interface (BCI). However, the extremely non-linear, nonstationar...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Jiayang, Li, Kang, Yang, Banghua, Han, Xiaofei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10469791/
https://www.ncbi.nlm.nih.gov/pubmed/37662099
http://dx.doi.org/10.3389/fnins.2023.1219988