An Method for Vehicle-Flow Detection and Tracking in Real-Time Based on Gaussian Mixture Distribution
文献类型：期刊论文
| 作者 | Zhang, Ronghui; Ge, Pingshu; Zhou, Xi ; Jiang, Tonghai; Wang, Rongben
|
| 刊名 | ADVANCES IN MECHANICAL ENGINEERING
 |
| 出版日期 | 2013 |
| 卷号 | 2013期号:11页码:1-8 |
| ISSN号 | 1687-8132 |
| 英文摘要 | Vehicle-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. |
| 收录类别 | SCI |
| WOS记录号 | WOS:000328026100001 |
| 公开日期 | 2014-11-11 |
| 源URL | [http://ir.xjipc.cas.cn/handle/365002/3905]  |
| 专题 | 新疆理化技术研究所_多语种信息技术研究室 |
| 作者单位 | Chinese 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 |
| 推荐引用方式 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. |
入库方式： OAI收割
来源：新疆理化技术研究所
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