A Strong and Simple Deep Learning Baseline for BCI Motor Imagery Decoding

• Main Authors: Yassine El Ouahidi (Author), Vincent Gripon (Author), Bastien Pasdeloup (Author), Ghaith Bouallegue (Author), Nicolas Farrugia (Author), Giulia Lioi (Author)
• Format: Book
• Published: IEEE, 2024-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

We propose EEG-SimpleConv, a straightforward 1D convolutional neural network for Motor Imagery decoding in BCI. Our main motivation is to propose a simple and performing baseline that achieves high classification accuracy, using only standard ingredients from the literature, to serve as a standard f...