Face Recognition and Micro-expression Recognition Based on Discriminant Tensor Subspace Analysis Plus Extreme Learning Machine
文献类型：期刊论文
| 作者 | Wang, Su-Jing1,2 ; Chen, Hui-Ling3; Yan, Wen-Jing1; Chen, Yu-Hsin1; Fu, Xiaolan1
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| 刊名 | NEURAL PROCESSING LETTERS
 |
| 出版日期 | 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 |
| 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. |
入库方式： OAI收割
来源：心理研究所
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