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
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ISSN | 10012400 |
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. |
DOI | 10.3969/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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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Multiple convolution(814KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 请求全文 |
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