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 |
| DOI | 10.1007/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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