Recent advances in convolutional neural networks

• 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

•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...