Inhibition SNN: unveiling the efficacy of various lateral inhibition learning in image pattern recognition

Inhibition SNN: unveiling the efficacy of various lateral inhibition learning in image pattern recognition

Abstract This study presents an enhanced spiking neural network (SNN) with inhibition, referred to as Inhibition SNN, which advances the field of pattern recognition through efficient event-driven computation. We incorporate a winner-take-all (WTA) mechanism into leaky integrate-and-fire neurons. Th...

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Bibliographic Details
Main Author: Xin Liu
Format: Article
Language:English
Published: Springer 2024-11-01
Series:Discover Applied Sciences
Subjects:
Spiking neural network
Lateral inhibition
WTA
STDP
Image recognition
Online Access:https://doi.org/10.1007/s42452-024-06332-z

Internet

https://doi.org/10.1007/s42452-024-06332-z

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