IEEE

Deep Convolutional Neural Network for Multi-class Classification of Motor Imagery from EEG Signals

Abstract: The Brain-Computer Interface (BCI) technology employs EEG signals to study brain behavior and interact with machines for various purposes that may enhance the human body's cognition behavior ...
IEEE

HR-SNN: An End-to-End Spiking Neural Network for Four-Class Classification Motor Imagery Brain–Computer Interface

Abstract: Spiking neural network (SNN) excels in processing temporal information and conserving energy, particularly when deployed on neuromorphic hardware. These strengths position SNN as an ideal ...