Recent advances in convolutional neural networks

•We give an overview of the basic components of CNN.•We discuss the improvements of CNN on different aspects, namely, layer design, activation function, loss function, regularization, optimization and fast computation.•We introduce the applications of CNN on various tasks, including image classifica...

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Bibliographic Details

Published in:	Pattern recognition Vol. 77; pp. 354 - 377
Main Authors:	Gu, Jiuxiang, Wang, Zhenhua, Kuen, Jason, Ma, Lianyang, Shahroudy, Amir, Shuai, Bing, Liu, Ting, Wang, Xingxing, Wang, Gang, Cai, Jianfei, Chen, Tsuhan
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.05.2018
Subjects:	Convolutional neural network Deep learning Deep learning Convolutional neural network
ISSN:	0031-3203, 1873-5142
Online Access:	Get full text
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