Three-stage hybrid spiking neural networks fine-tuning for speech enhancement

Three-stage hybrid spiking neural networks fine-tuning for speech enhancement

IntroductionIn the past decade, artificial neural networks (ANNs) have revolutionized many AI-related fields, including Speech Enhancement (SE). However, achieving high performance with ANNs often requires substantial power and memory resources. Recently, spiking neural networks (SNNs) have emerged...

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Bibliographic Details
Main Authors: Nidal Abuhajar, Zhewei Wang, Marc Baltes, Ye Yue, Li Xu, Avinash Karanth, Charles D. Smith, Jundong Liu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-04-01
Series:Frontiers in Neuroscience
Subjects:
spiking neural network (SNN)
Wave-U-Net
speech enhancement
Conv-TasNet
ANN-SNN conversion
Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2025.1567347/full
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