Face Recognition and Micro-expression Recognition Based on Discriminant Tensor Subspace Analysis Plus Extreme Learning Machine

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	Face Recognition and Micro-expression Recognition Based on Discriminant Tensor Subspace Analysis Plus Extreme Learning Machine
	Wang, Su-Jing 1,2; Chen, Hui-Ling 3; Yan, Wen-Jing 1; Chen, Yu-Hsin 1; Fu, Xiaolan1
刊名	NEURAL PROCESSING LETTERS
	2014-02-01
卷号	39 期号:1 页码:25-43
关键词	Face recognition Micro-expression recognition Locality preserving projection Discriminant information Tensor subspace Extreme learning machine
ISSN号	1370-4621
英文摘要	In this paper, a novel recognition algorithm based on discriminant tensor subspace analysis (DTSA) and extreme learning machine (ELM) is introduced. DTSA treats a gray facial image as a second order tensor and adopts two-sided transformations to reduce dimensionality. One of the many advantages of DTSA is its ability to preserve the spatial structure information of the images. In order to deal with micro-expression video clips, we extend DTSA to a high-order tensor. Discriminative features are generated using DTSA to further enhance the classification performance of ELM classifier. Another notable contribution of the proposed method includes significant improvements in face and micro-expression recognition accuracy. The experimental results on the ORL, Yale, YaleB facial databases and CASME micro-expression database show the effectiveness of the proposed method.
收录类别	SCI
语种	英语
WOS记录号	WOS:000329633000002
内容类型	期刊论文
源URL	[http://ir.psych.ac.cn/handle/311026/14195]
专题	心理研究所_脑与认知科学国家重点实验室
作者单位	1.Chinese Acad Sci, Inst Psychol, State Key Lab Brain & Cognit Sci, Beijing 100101, Peoples R China 2.Jilin Univ, Coll Comp Sci & Technol, Changchun 130012, Peoples R China 3.Wenzhou Univ, Coll Phys & Elect Informat, Wenzhou 325035, Zhejiang, Peoples R China
推荐引用方式 GB/T 7714	Wang, Su-Jing,Chen, Hui-Ling,Yan, Wen-Jing,et al. Face Recognition and Micro-expression Recognition Based on Discriminant Tensor Subspace Analysis Plus Extreme Learning Machine[J]. NEURAL PROCESSING LETTERS,2014,39(1):25-43.
APA	Wang, Su-Jing,Chen, Hui-Ling,Yan, Wen-Jing,Chen, Yu-Hsin,&Fu, Xiaolan.(2014).Face Recognition and Micro-expression Recognition Based on Discriminant Tensor Subspace Analysis Plus Extreme Learning Machine.NEURAL PROCESSING LETTERS,39(1),25-43.
MLA	Wang, Su-Jing,et al."Face Recognition and Micro-expression Recognition Based on Discriminant Tensor Subspace Analysis Plus Extreme Learning Machine".NEURAL PROCESSING LETTERS 39.1(2014):25-43.