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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Veröffentlicht in:	Pattern recognition Jg. 105; S. 107281
Hauptverfasser:	Qin, Haotong, Gong, Ruihao, Liu, Xianglong, Bai, Xiao, Song, Jingkuan, Sebe, Nicu
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier Ltd 01.09.2020
Schlagworte:	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-Zugang:	Volltext
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