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Multiple convolutional neural networks for facial expression sequence recognition
其他题名一种识别表情序列的卷积神经网络
Zhang, Jingang1,2,3; Fang, Yuan4; Yuan, Hao4; Wang, Shuzhen4; Wang, Shuzhen (shuzhenwang@xidian.edu.cn)
作者部门空间光学应用研究室
2018-02-20
发表期刊Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University
ISSN10012400
卷号45期号:1页码:150-155
产权排序1
摘要

As an important part of the human-computer interaction system, facial expression recognition has been a hot research field. The convolutional neural network cannot recognize expression sequence although it can train the classification features automatically for the reason that the direction of feature training need to be specified manually. In order to solve this problem, this paper improves the network structure, and proposes a multi convolutional network fusion method that can be used to identify the expression sequences containing multiple frames. First, we construct a number of convolutional neural networks, so that each network processes one frame, and then merge the results in the merge layer, and finally pass the softmax classifier to give the identity result. On the CK+facial expression database, experiments are carried out on the 3rd, 4th and 5th frames of expression sequences, and a high recognition rate is obtained for all experiments. © 2018, The Editorial Board of Journal of Xidian University. All right reserved.

DOI10.3969/j.issn.1001-2400.2018.01.027
收录类别EI ; CSCD
语种中文
引用统计
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/30009
专题空间光学应用研究室
通讯作者Wang, Shuzhen (shuzhenwang@xidian.edu.cn)
作者单位1.Xi'an Institute of Optics and Precision Mechanics of the Chinese Academy of Sciences, Xi'an, 710119, China
2.University of the Chinese Academy of Sciences, Beijing, 100094, China
3.Chinese Academy of Sciences, Academy of Opto-Electronics, Beijing, 100094, China
4.School of Computer Science and Technology, Xidian Univ., Xi'an; 710071, China
推荐引用方式
GB/T 7714
Zhang, Jingang,Fang, Yuan,Yuan, Hao,et al. Multiple convolutional neural networks for facial expression sequence recognition[J]. Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University,2018,45(1):150-155.
APA Zhang, Jingang,Fang, Yuan,Yuan, Hao,Wang, Shuzhen,&Wang, Shuzhen .(2018).Multiple convolutional neural networks for facial expression sequence recognition.Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University,45(1),150-155.
MLA Zhang, Jingang,et al."Multiple convolutional neural networks for facial expression sequence recognition".Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University 45.1(2018):150-155.
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