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Optimizing the Energy Consumption of Spiking Neural Networks for Neuromorphic Applications

In the last few years, spiking neural networks (SNNs) have been demonstrated to perform on par with regular convolutional neural networks. Several works have proposed methods to convert a pre-trained CNN to a Spiking CNN without a significant sacrifice of performance. We demonstrate first that quant...

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Detalles Bibliográficos
Autores principales: Sorbaro, Martino, Liu, Qian, Bortone, Massimo, Sheik, Sadique
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7339957/
https://www.ncbi.nlm.nih.gov/pubmed/32694978
http://dx.doi.org/10.3389/fnins.2020.00662