Expression recognition algorithm based on local directional binary pattern | |
Wang, Yan; He, Guoqing | |
刊名 | Journal of Computational Information Systems |
2014-04-15 | |
卷号 | 10期号:8页码:3221-3228 |
关键词 | Algorithms Binary modes Expression feature extraction Expression recognition Facial Expressions Features extraction Gray-scale images Local directional patterns (LDP) Locally linear embedding |
ISSN号 | 15539105 |
DOI | 10.12733/jcis9697 |
英文摘要 | When the local directional pattern (LDP) operator is used to expression recognition, it ignores the problem that the different gray-scale image may be the same histogram which may result miscarriage of justice. At the same time, the selection of parameter K plays key role which determines the strength of texture change of the local area, but the K value is only given by experience in LDP. For this, the paper proposed a new algorithm which named local directional binary mode (LDBP) and used to expression features extraction. In the method, it uses the median filter to determine the value of the parameter K adaptively, and then combines the LLE which is one of the manifold methods to reduce the dimension of the whole expression features under the LDBP directly. The Experimental results in the JAFFE database have shown that the proposed LDBP method is superior to the original methods when is used to extract facial expression features, and it shows better robustness to different pixel expression images. © 2014 Binary Information Press. |
语种 | 英语 |
出版者 | Binary Information Press |
内容类型 | 期刊论文 |
源URL | [http://ir.lut.edu.cn/handle/2XXMBERH/112698] |
专题 | 兰州理工大学 |
作者单位 | School of Computer and Communication, Lanzhou University of Technology, Lanzhou 730050, China |
推荐引用方式 GB/T 7714 | Wang, Yan,He, Guoqing. Expression recognition algorithm based on local directional binary pattern[J]. Journal of Computational Information Systems,2014,10(8):3221-3228. |
APA | Wang, Yan,&He, Guoqing.(2014).Expression recognition algorithm based on local directional binary pattern.Journal of Computational Information Systems,10(8),3221-3228. |
MLA | Wang, Yan,et al."Expression recognition algorithm based on local directional binary pattern".Journal of Computational Information Systems 10.8(2014):3221-3228. |
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