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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
AbstractIn 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.
KeywordFace recognition Micro-expression recognition Locality preserving projection Discriminant information Tensor subspace Extreme learning machine
2014-02-01
Language英语
Source PublicationNEURAL PROCESSING LETTERS
ISSN1370-4621
Volume39Issue:1Pages:25-43
SubtypeArticle
Indexed BySCI
WOS IDWOS:000329633000002
Citation statistics
Cited Times:68[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.psych.ac.cn/handle/311026/14195
Collection脑与认知科学国家重点实验室
Affiliation1.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
First Author Affilication脑与认知科学国家重点实验室
Recommended Citation
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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