Knowledge Commons of Institute of Automation，CAS
| PLS-CCA Heterogeneous Features Fusion-based Low-resolution Human Detection Method for Outdoor Video Surveillance | |
Hong-Kai Chen ; Xiao-Guang Zhao; Shi-Ying Sun; Min Tan
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| Source Publication | International Journal of Automation and Computing
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| ISSN | 1476-8186 |
| 2017 | |
| Volume | 14Issue:2Pages:136-146 |
| Subtype | IJAC-2015-12-375.pdf |
| Abstract | 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. |
| Keyword | Low-resolution human detection partial least squares canonical correlation analysis heterogeneous features outdoor video surveillance. |
| DOI | 10.1007/s11633-016-1029-8 |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.ia.ac.cn/handle/173211/42471 |
| Collection | 学术期刊_International Journal of Automation and Computing |
| Affiliation | State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China |
| First Author Affilication | Institute of Automation, Chinese Academy of Sciences |
| Recommended Citation 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. |
| Files in This Item: | Download All | |||||
| File Name/Size | DocType | Version | Access | License | ||
| IJAC-2015-12-375.pdf（13495KB） | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | View Download | |
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