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Self-Adapting Patch Strategies for Face Recognition

文献类型：期刊论文

作者Li, Zhi-Ming3; Li, Wen-Juan2; Wang, Jun1
刊名INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
出版日期2020-02-01
卷号34期号:2页码:17
关键词Two-dimensional discrete wavelet transform self-adapting patch strategy edge recovery local binary pattern adaptive forward-backward greedy algorithm sparse constraint
ISSN号0218-0014
DOI10.1142/S0218001420560029
通讯作者Li, Wen-Juan(wenjuan.li@nlpr.ia.ac.cn)
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.
WOS关键词BACKWARD GREEDY ALGORITHM ; REPRESENTATION ; CLASSIFICATION ; FEATURES ; SCALE
资助项目National Natural Science Foundation of China[11401428]
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000521944600010
出版者WORLD SCIENTIFIC PUBL CO PTE LTD
资助机构National Natural Science Foundation of China
源URL[http://ir.ia.ac.cn/handle/173211/38770]  
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, Wen-Juan
作者单位1.Tianjin Univ, Sch Math, Tianjin, Peoples R China
2.Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Beijing, Peoples R China
3.Shanxi Univ Finance & Econ, Fac Appl Math, Taiyuan, Peoples R China
推荐引用方式
GB/T 7714		 Li, Zhi-Ming,Li, Wen-Juan,Wang, Jun. Self-Adapting Patch Strategies for Face Recognition[J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,2020,34(2):17.
APA Li, Zhi-Ming,Li, Wen-Juan,&Wang, Jun.(2020).Self-Adapting Patch Strategies for Face Recognition.INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,34(2),17.
MLA Li, Zhi-Ming,et al."Self-Adapting Patch Strategies for Face Recognition".INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE 34.2(2020):17.

入库方式： OAI收割

来源：自动化研究所

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