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

doi:10.3390/electronics8040385

	Three-Stream Convolutional Neural Network with Squeeze-and-Excitation Block for Near-Infrared Facial Expression Recognition
	Chen, Ying 1,2; Zhang, Zhihao 1,2; Zhong, Lei 1,2; Chen, Tong 1,2,3; Chen, Juxiang 1,2; Yu, Yeda 1,2
刊名	ELECTRONICS
	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
DOI	10.3390/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
出版者	MDPI
WOS记录号	WOS:000467751100016
内容类型	期刊论文
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.