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Three-Stream Convolutional Neural Network with Squeeze-and-Excitation Block for Near-Infrared Facial Expression Recognition

文献类型：期刊论文

作者Chen, Ying1,2; Zhang, Zhihao1,2; Zhong, Lei1,2; Chen, Tong1,2,3; Chen, Juxiang1,2; Yu, Yeda1,2
刊名ELECTRONICS
出版日期2019-04-01
卷号8期号:4页码:15
关键词NIR facial expression recognition SE block 3D CNN adaptive feature weights calibration
ISSN号2079-9292
DOI10.3390/electronics8040385
通讯作者Chen, Tong(c_tong@swu.edu.cn)
英文摘要Near-infrared (NIR) facial expression recognition is resistant to illumination change. In this paper, we propose a three-stream three-dimensional convolution neural network with a squeeze-and-excitation (SE) block for NIR facial expression recognition. We fed each stream with different local regions, namely the eyes, nose, and mouth. By using an SE block, the network automatically allocated weights to different local features to further improve recognition accuracy. The experimental results on the Oulu-CASIA NIR facial expression database showed that the proposed method has a higher recognition rate than some state-of-the-art algorithms.
资助项目National Natural Science Foundation of China[61301297] ; National Natural Science Foundation of China[61502398] ; Southwest University Undergraduate Science and Technology Innovation Fund[20600901]
WOS研究方向Engineering
语种英语
WOS记录号WOS:000467751100016
出版者MDPI
源URL[http://119.78.100.138/handle/2HOD01W0/7932]  
专题中国科学院重庆绿色智能技术研究院
通讯作者Chen, Tong
作者单位1.Southwest Univ, Chongqing Key Lab Nonlinear Circuit & Intelligent, Chongqing 400715, Peoples R China
2.Chinese Acad Sci, Chongqing Key Lab Artificial Intelligence & Serv, Chongqing Inst Green & Intelligent Technol, Chongqing 400715, Peoples R China
3.Chinese Acad Sci, Inst Psychol, Beijing 100101, Peoples R China
推荐引用方式
GB/T 7714		 Chen, Ying,Zhang, Zhihao,Zhong, Lei,et al. Three-Stream Convolutional Neural Network with Squeeze-and-Excitation Block for Near-Infrared Facial Expression Recognition[J]. ELECTRONICS,2019,8(4):15.
APA Chen, Ying,Zhang, Zhihao,Zhong, Lei,Chen, Tong,Chen, Juxiang,&Yu, Yeda.(2019).Three-Stream Convolutional Neural Network with Squeeze-and-Excitation Block for Near-Infrared Facial Expression Recognition.ELECTRONICS,8(4),15.
MLA Chen, Ying,et al."Three-Stream Convolutional Neural Network with Squeeze-and-Excitation Block for Near-Infrared Facial Expression Recognition".ELECTRONICS 8.4(2019):15.

入库方式： OAI收割

来源：重庆绿色智能技术研究院

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