Hybrid Binary Neural Networks: A Tutorial Review

Ahmet Enis Çetin, Hongyi Pan

Published: 2023, Last Modified: 27 Feb 2026VTS 2023EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: In this article, we review neural networks which have neurons with binary operations or networks that use binary transforms such as the Walsh-Hadamard transform (WHT). Neural networks with binary neurons or binary layers can be used in edge applications and/or applications requiring energy-efficient decision-making. WHT-based network is as accurate as the regular neural networks in the CIFAR-10 and the Tiny ImageNet image databases.
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