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An Method for Vehicle-Flow Detection and Tracking in Real-Time Based on Gaussian Mixture Distribution
Zhang, Ronghui; Ge, Pingshu; Zhou, Xi; Jiang, Tonghai; Wang, Rongben
2013
Source PublicationADVANCES IN MECHANICAL ENGINEERING
ISSN1687-8132
Volume2013Issue:11Pages:1-8
AbstractVehicle-flow detection and tracking by digital image are one of the most important technologies in the traffic monitoring system. Gaussian mixture distribution method is used to eliminate the influence of moving vehicle firstly in this text, and then we built the background images for vehicle flow. Combining the advantages of background difference algorithm with inter frame difference operator, the real-time background is segmented integrally and dynamically updated accurately by matching the reconstructed image with current background. In order to ensure the robustness of vehicle detection, three by three window templates are adopted to remove the isolated noise spot in the image of vehicle contour. The template structural element is used to do some graphical morphological filtering. So, the corrosion and expansion sets are obtained. To narrow the target search scope and improve the calculation speed and precision of the algorithm, Kalman filtering model is used to realize the tracking of fast moving vehicles. Experimental results show that the method has good real-time and reliable performance.
DOI10.1155/2013/861321
Indexed BySCI
WOS IDWOS:000328026100001
Citation statistics
Cited Times:4[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.xjipc.cas.cn/handle/365002/3905
Collection多语种信息技术研究室
AffiliationChinese Acad Sci, Xinjiang Tech Inst Phys & Chem, Xinjiang 830011, Peoples R China;Dalian Nationalities Univ, Coll Electromech & Informat Engn, Dalian 116024, Peoples R China;Jilin Univ, Coll Transportat, Changchun 130022, Peoples R China
Recommended Citation
GB/T 7714
Zhang, Ronghui,Ge, Pingshu,Zhou, Xi,et al. An Method for Vehicle-Flow Detection and Tracking in Real-Time Based on Gaussian Mixture Distribution[J]. ADVANCES IN MECHANICAL ENGINEERING,2013,2013(11):1-8.
APA Zhang, Ronghui,Ge, Pingshu,Zhou, Xi,Jiang, Tonghai,&Wang, Rongben.(2013).An Method for Vehicle-Flow Detection and Tracking in Real-Time Based on Gaussian Mixture Distribution.ADVANCES IN MECHANICAL ENGINEERING,2013(11),1-8.
MLA Zhang, Ronghui,et al."An Method for Vehicle-Flow Detection and Tracking in Real-Time Based on Gaussian Mixture Distribution".ADVANCES IN MECHANICAL ENGINEERING 2013.11(2013):1-8.
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