中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
PLS-CCA Heterogeneous Features Fusion-based Low-resolution Human Detection Method for Outdoor Video Surveillance

文献类型:期刊论文

作者Hong-Kai Chen; Xiao-Guang Zhao; Shi-Ying Sun; Min Tan
刊名International Journal of Automation and Computing
出版日期2017
卷号14期号:2页码:136-146
关键词Low-resolution human detection partial least squares canonical correlation analysis heterogeneous features outdoor video surveillance.
ISSN号1476-8186
DOI10.1007/s11633-016-1029-8
文献子类IJAC-2015-12-375.pdf
英文摘要In this paper, we focus on low-resolution human detection and propose a partial least squares-canonical correlation analysis (PLS-CCA) for outdoor video surveillance. The analysis relies on heterogeneous features fusion-based human detection method. The proposed method can not only explore the relation between two individual heterogeneous features as much as possible, but also can robustly describe the visual appearance of humans with complementary information. Compared with some other methods, the experimental results show that the proposed method is effective and has a high accuracy, precision, recall rate and area under curve (AUC) value at the same time, and offers a discriminative and stable recognition performance.
源URL[http://ir.ia.ac.cn/handle/173211/42471]  
专题自动化研究所_学术期刊_International Journal of Automation and Computing
作者单位State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China
推荐引用方式
GB/T 7714
Hong-Kai Chen,Xiao-Guang Zhao,Shi-Ying Sun,et al. PLS-CCA Heterogeneous Features Fusion-based Low-resolution Human Detection Method for Outdoor Video Surveillance[J]. International Journal of Automation and Computing,2017,14(2):136-146.
APA Hong-Kai Chen,Xiao-Guang Zhao,Shi-Ying Sun,&Min Tan.(2017).PLS-CCA Heterogeneous Features Fusion-based Low-resolution Human Detection Method for Outdoor Video Surveillance.International Journal of Automation and Computing,14(2),136-146.
MLA Hong-Kai Chen,et al."PLS-CCA Heterogeneous Features Fusion-based Low-resolution Human Detection Method for Outdoor Video Surveillance".International Journal of Automation and Computing 14.2(2017):136-146.

入库方式: OAI收割

来源:自动化研究所

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