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Training Deep Spiking Convolutional Neural Networks With STDP-Based Unsupervised Pre-training Followed by Supervised Fine-Tuning

Spiking Neural Networks (SNNs) are fast becoming a promising candidate for brain-inspired neuromorphic computing because of their inherent power efficiency and impressive inference accuracy across several cognitive tasks such as image classification and speech recognition. The recent efforts in SNNs...

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Detalles Bibliográficos
Autores principales: Lee, Chankyu, Panda, Priyadarshini, Srinivasan, Gopalakrishnan, Roy, Kaushik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6085488/
https://www.ncbi.nlm.nih.gov/pubmed/30123103
http://dx.doi.org/10.3389/fnins.2018.00435