HCFNet: A heterogeneous frequency bands coupling CNN for enhanced short-time fast response in motor imagery decoding

Key Points

• Enhanced motor imagery decoding shows significant improvement with the use of HCFNet method.
• The analysis demonstrates a speed increase of 30% in response times compared to traditional methods.
• Embedding heterogeneous frequency bands enhances the CNN architecture, facilitating better performance in decoding tasks.
• This approach highlights the potential for real-time applications in motor imagery systems.