A shared synapse architecture for efficient FPGA implementation of autoencoders.

This paper proposes a shared synapse architecture for autoencoders (AEs), and implements an AE with the proposed architecture as a digital circuit on a field-programmable gate array (FPGA). In the proposed architecture, the values of the synapse weights are shared between the synapses of an input an...

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Bibliographic Details
Main Authors: Akihiro Suzuki, Takashi Morie, Hakaru Tamukoh
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2018-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5854352?pdf=render