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Face Recognition and Micro-expression Recognition Based on Discriminant Tensor Subspace Analysis Plus Extreme Learning Machine
Wang, Su-Jing1,2; Chen, Hui-Ling3; Yan, Wen-Jing1; Chen, Yu-Hsin1; Fu, Xiaolan1
2014-02-01
发表期刊NEURAL PROCESSING LETTERS
ISSN1370-4621
文章类型Article
卷号39期号:1页码:25-43
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
收录类别SCI
语种英语
WOS记录号WOS:000329633000002
引用统计
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
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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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