Self-adapting Patch Strategies for Face Recognition
Li, Zhiming; Li, Wenjuan; Wang, Jun
刊名INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
2019-06-13
卷号34期号:2页码:2056002-1-17
关键词Two-dimensional discrete wavelet transform edge recovery local binary pattern adaptive forward-backward greedy algorithm sparse constraint self-adapting patch strategy
ISSN号0218-0014
DOI10.1142/S0218001420560029
产权排序2
文献子类期刊论文
英文摘要

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.

语种英语
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/40604]  
专题自动化研究所_模式识别国家重点实验室_视频内容安全团队
通讯作者Li, Wenjuan
作者单位1.National Laboratory of Pattern Recognition, Institute of Automation Chinese Academy of Sciences
2.Faculty of Applied Math, Shanxi University of Finance and Economics
3.School of Mathematics, Tianjin University
推荐引用方式
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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