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March 3, 2026
An energy-efficient dual-branch spiking neural network for epileptic seizure detection from electroencephalogram signals
XL
Xicheng Lou
XL
Xinwei Li
HM
Hongying Meng
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Puntos clave
Epileptic seizures were effectively detected using an energy-efficient dual-branch spiking neural network.
The model achieved a detection accuracy of over 90%, significantly enhancing traditional EEG signal analysis.
Analysis involved real-time processing of electroencephalogram signals across diverse patient cohorts.
Future applications may improve seizure management framework, but clinical trials are necessary to validate results.
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Lou et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75b68c6e9836116a22afb
https://doi.org/https://doi.org/10.1016/j.bspc.2026.109694
An energy-efficient dual-branch spiking neural network for epileptic seizure detection from electroencephalogram signals | Synapse