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Self-Adapting Patch Strategies for Face Recognition | |
Li, Zhi-Ming1; Li, Wen-Juan2; Wang, Jun3 | |
发表期刊 | INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE |
ISSN | 0218-0014 |
2020-02-01 | |
卷号 | 34期号:2页码:17 |
通讯作者 | Li, Wen-Juan(wenjuan.li@nlpr.ia.ac.cn) |
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. |
关键词 | Two-dimensional discrete wavelet transform self-adapting patch strategy edge recovery local binary pattern adaptive forward-backward greedy algorithm sparse constraint |
DOI | 10.1142/S0218001420560029 |
关键词[WOS] | BACKWARD GREEDY ALGORITHM ; REPRESENTATION ; CLASSIFICATION ; FEATURES ; SCALE |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[11401428] |
项目资助者 | National Natural Science Foundation of China |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence |
WOS记录号 | WOS:000521944600010 |
出版者 | WORLD SCIENTIFIC PUBL CO PTE LTD |
七大方向——子方向分类 | 目标检测、跟踪与识别 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/38771 |
专题 | 多模态人工智能系统全国重点实验室_视频内容安全 |
通讯作者 | Li, Wen-Juan |
作者单位 | 1.Shanxi Univ Finance & Econ, Fac Appl Math, Taiyuan, Peoples R China 2.Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Beijing, Peoples R China 3.Tianjin Univ, Sch Math, Tianjin, Peoples R China |
通讯作者单位 | 模式识别国家重点实验室 |
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. |
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