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HCFNet: A heterogeneous frequency bands coupling CNN for enhanced short-time fast response in motor imagery decoding | Synapse
March 3, 2026
HCFNet: A heterogeneous frequency bands coupling CNN for enhanced short-time fast response in motor imagery decoding
WW
Weijie Wu
Nanjing Tech University
ID
Ian Daly
University of Essex
WC
Weijie Chen
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Puntos clave
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.
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Wu et al. (Sat,) studied this question.
synapsesocial.com/papers/69a76105c6e9836116a2e851
https://doi.org/https://doi.org/10.1016/j.jneumeth.2026.110717