Binary neural networks: A survey

•We summarize the binary neural network methods and categorize them into the naive binarization and the optimized binarization.•The binary neural networks are mainly optimized using techniques including minimizing quantization error, improving the loss function, and reducing the gradient error.•We a...

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Bibliographic Details

Published in:	Pattern recognition Vol. 105; p. 107281
Main Authors:	Qin, Haotong, Gong, Ruihao, Liu, Xianglong, Bai, Xiao, Song, Jingkuan, Sebe, Nicu
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.09.2020
Subjects:	Binary neural network Deep learning Model acceleration Model compression Network quantization Deep learning Model acceleration Binary neural network Network quantization Model compression
ISSN:	0031-3203, 1873-5142
Online Access:	Get full text
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