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

	Face Recognition and Micro-expression Recognition Based on Discriminant Tensor Subspace Analysis Plus Extreme Learning Machine
	Wang, Su-Jing1,2 ; Chen, Hui-Ling 3; Yan, Wen-Jing1 ; Chen, Yu-Hsin 1; Fu, Xiaolan1
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.
关键词	Face recognition Micro-expression recognition Locality preserving projection Discriminant information Tensor subspace Extreme learning machine
	2014-02-01
语种	英语
发表期刊	NEURAL PROCESSING LETTERS
ISSN	1370-4621
卷号	39 期号:1 页码:25-43
期刊论文类型	Article
收录类别	SCI
WOS记录号	WOS:000329633000002
引用统计	被引频次：135[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.psych.ac.cn/handle/311026/14195
专题	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
第一作者单位	脑与认知科学国家重点实验室
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.

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