A Novel Convolutional Neural Network for Facial Expression Recognition

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	A Novel Convolutional Neural Network for Facial Expression Recognition
	Li J(李菁)4; Yu, Jiahui 3; Ju ZJ(琚兆杰)1,2; Mi, Yang 4
	2018
会议日期	November 29 - December 1, 2018
会议地点	Beijing, China
关键词	Facial expression recognition Deep learning LBP Inception-ResNet layers
页码	310-320
英文摘要	Facial expression recognition is becoming a hot topic due to its wide applications in computer vision research fields. Traditional methods adopt hand-crafted features combined with classifiers to achieve the recognition goal. However, the accuracy of these methods often relies heavily on the extracted features and the classifier's parameters, and thus cannot get good result with unseen data. Recently, deep learning, which simulates the mechanism of human brain to interpret data, has shown remarkable results in visual object recognition. In this paper, we present a novel convolutional neural network which consists of local binary patterns and improved Inception-ResNet layers for automatic facial expression recognition. We apply the proposed method to three expression datasets, i.e., the Extended Cohn-kanade Dataset (CK+), the Japanese Female Expression Database (JAFFE), and the FER2013 Dataset. The experimental results demonstrate the feasibility and effectiveness of our proposed network.
产权排序	4
会议录	Cognitive Systems and Signal Processing - 4th International Conference, ICCSIP 2018, Revised Selected Papers
会议录出版者	Springer Verlag
会议录出版地	Berlin
语种	英语
ISSN号	1865-0929
ISBN号	978-981-13-7985-7
WOS记录号	WOS:000490906400028
内容类型	会议论文
源URL	[http://ir.sia.cn/handle/173321/24680]
专题	沈阳自动化研究所_空间自动化技术研究室
通讯作者	Ju ZJ(琚兆杰)
作者单位	1.The State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China 2.School of Computing, University of Portsmouth, Portsmouth, PO1 3HE, United Kingdom 3.School of Information Science and Engineering, Shenyang Ligong University, Shenyang 110159, China 4.School of Information Engineering, Nanchang University, Nanchang 330031, China
推荐引用方式 GB/T 7714	Li J,Yu, Jiahui,Ju ZJ,et al. A Novel Convolutional Neural Network for Facial Expression Recognition[C]. 见:. Beijing, China. November 29 - December 1, 2018.