CASIA OpenIR
Self-adapting Patch Strategies for Face Recognition
Li, Zhiming; Li, Wenjuan; Wang, Jun
Source PublicationINTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
ISSN0218-0014
2019-06-13
Volume34Issue:2Pages:2056002-1-17
Contribution Rank2
Subtype期刊论文
Abstract

In this paper, we propose two self-adapting patch strategies, which are obtained by employing the integral projection technique on images' edge images, while the edge images are recovered by the two-dimensional discrete wavelet transform. The patch strategies are equipped with the advantage of considering the single image's unique properties and maintaining the integrity of some particular local information. Combining the self-adapting patch strategies with local binary pattern feature extraction and the classifier of the forward and backward greedy algorithms under strong sparse constraint, we propose two new face recognition methods. Experiments are run on the Georgia Tech, LFW and AR face databases. The obtained numerical results show that the new methods outperform some related patch-based methods to a larger extent.

KeywordTwo-dimensional discrete wavelet transform edge recovery local binary pattern adaptive forward-backward greedy algorithm sparse constraint self-adapting patch strategy
DOI10.1142/S0218001420560029
Language英语
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/40604
Collection中国科学院自动化研究所
Corresponding AuthorLi, Wenjuan
Affiliation1.Faculty of Applied Math, Shanxi University of Finance and Economics
2.National Laboratory of Pattern Recognition, Institute of Automation Chinese Academy of Sciences
3.School of Mathematics, Tianjin University
Recommended Citation
GB/T 7714
Li, Zhiming,Li, Wenjuan,Wang, Jun. Self-adapting Patch Strategies for Face Recognition[J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,2019,34(2):2056002-1-17.
APA Li, Zhiming,Li, Wenjuan,&Wang, Jun.(2019).Self-adapting Patch Strategies for Face Recognition.INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,34(2),2056002-1-17.
MLA Li, Zhiming,et al."Self-adapting Patch Strategies for Face Recognition".INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE 34.2(2019):2056002-1-17.
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