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ACE-SNN: Algorithm-Hardware Co-design of Energy-Efficient & Low-Latency Deep Spiking Neural Networks for 3D Image Recognition

High-quality 3D image recognition is an important component of many vision and robotics systems. However, the accurate processing of these images requires the use of compute-expensive 3D Convolutional Neural Networks (CNNs). To address this challenge, we propose the use of Spiking Neural Networks (S...

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Detalles Bibliográficos
Autores principales: Datta, Gourav, Kundu, Souvik, Jaiswal, Akhilesh R., Beerel, Peter A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9025538/
https://www.ncbi.nlm.nih.gov/pubmed/35464314
http://dx.doi.org/10.3389/fnins.2022.815258