Lightweight attention mechanisms for EEG emotion recognition for brain computer interface.

Naresh Kumar GundaMohammed I KhalafShaleen BhatnagarAadam QuraishiLeeladhar GudalaAshok Kumar Pamidi VenkataFaisal Yousef AlghayadhShtwai AlsubaiVaibhav Bhatnagar

Published in: Journal of neuroscience methods (2024)

The proposed method distinct channel-time/frequency-space multiple attention and post-attention methods enhance the model's ability to aggregate features and result in lightweight performance.

Keyphrases

working memory
resting state
functional connectivity
autism spectrum disorder
depressive symptoms
white matter
deep learning
machine learning
multiple sclerosis
brain injury
blood brain barrier