UM
A general moving detection method using dual-target nonparametric background model
Zhong Z.1; Wen J.3; Zhang B.4; Xu Y.1
2019-01-15
Source PublicationKnowledge-Based Systems
ISSN09507051
Volume164Pages:85-95
AbstractDesigning a general motion detection method that has self-adaptive parameters remains a challenging issue in video surveillance. To address this problem, in this paper, a dual-target nonparametric background modeling (DTNBM) method is proposed. This model integrates the gray value and gradient to represent each pixel, which enhances the discriminative ability of the background model. We design a simple but effective classification rule for determining whether a pixel belongs to a motionless object or dynamic background. Moreover, DTNBM provides suitable updating strategies for the two categories of pixels. Most importantly, DTNBM utilizes a dual-target updating strategy to preserve the completeness of static objects and prevent false detections that are caused by background initialization or frequent background variations. To improve the updating effectiveness and efficiency, we combine similar and random schemes for background updating. The key features of DTNBM include nonparametric modeling and a controlling threshold adaptation process, which render our method easy to use on various scenarios. Comprehensive experiments have been conducted, and the results demonstrate that DTNBM outperforms the state-of-the-art methods in foreground detection.
KeywordBackground modeling Moving detection Video surveillance
DOI10.1016/j.knosys.2018.10.031
URLView the original
Language英語
Fulltext Access
Citation statistics
Document TypeJournal article
CollectionUniversity of Macau
Affiliation1.Harbin Institute of Technology
2.Hong Kong Polytechnic University
3.Shenzhen University
4.Universidade de Macau
Recommended Citation
GB/T 7714
Zhong Z.,Wen J.,Zhang B.,et al. A general moving detection method using dual-target nonparametric background model[J]. Knowledge-Based Systems,2019,164:85-95.
APA Zhong Z.,Wen J.,Zhang B.,&Xu Y..(2019).A general moving detection method using dual-target nonparametric background model.Knowledge-Based Systems,164,85-95.
MLA Zhong Z.,et al."A general moving detection method using dual-target nonparametric background model".Knowledge-Based Systems 164(2019):85-95.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Zhong Z.]'s Articles
[Wen J.]'s Articles
[Zhang B.]'s Articles
Baidu academic
Similar articles in Baidu academic
[Zhong Z.]'s Articles
[Wen J.]'s Articles
[Zhang B.]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Zhong Z.]'s Articles
[Wen J.]'s Articles
[Zhang B.]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.