Improving Generalization of CNN-Based Motor-Imagery EEG Decoders via Dynamic Convolutions

• Main Authors: Konstantinos Barmpas (Author), Yannis Panagakis (Author), Stylianos Bakas (Author), Dimitrios A. Adamos (Author), Nikolaos Laskaris (Author), Stefanos Zafeiriou (Author)
• Format: Book
• Published: IEEE, 2023-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Deep Convolutional Neural Networks (CNNs) have recently demonstrated impressive results in electroencephalogram (EEG) decoding for several Brain-Computer Interface (BCI) paradigms, including Motor-Imagery (MI). However, neurophysiological processes underpinning EEG signals vary across subjects causi...