DocumentCode :
1894488
Title :
Detection and Tracking of Multiple Targets Based on Video Processing
Author :
Ren, Yuanyuan ; Li, Xiansheng ; Hu, Hongyu ; Xi, Jianfeng
Author_Institution :
Coll. of Transp., Jilin Univ., Changchun, China
Volume :
1
fYear :
2009
fDate :
10-11 Oct. 2009
Firstpage :
586
Lastpage :
589
Abstract :
Video processing has become an efficient technique support for collecting parameters of urban traffic. Detection and tracking of multiple targets with an uncalibrated CCD camera is developed in this paper. In order to obtain moving targets from the video sequence efficiently, the paper presents mixture Gaussian background model based on object-level, and moving objects are extracted after background subtraction. Moving multi-targets are tracked through integration of the motion and shape features by Kalman filter modeling. In order to ensure the continuity and the stabilization, occlusion processing is performed. The proposed approach is validated under real traffic scenes. Experimental results show that detection and tracking are robust and adaptive, can be well applied in real-world.
Keywords :
CCD image sensors; Gaussian processes; Kalman filters; feature extraction; image sequences; object detection; target tracking; traffic engineering computing; video signal processing; Kalman filter modeling; feature extraction; mixture Gaussian background model; motion features; object-level; shape features; target detection; target tracking; uncalibrated CCD camera; urban traffic; video processing; video sequence; Educational institutions; Layout; Object detection; Robustness; Shape; Target tracking; Traffic control; Transportation; Vehicle detection; Video sequences; background update; intelligence transportation system; motion tracking; video processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Computation Technology and Automation, 2009. ICICTA '09. Second International Conference on
Conference_Location :
Changsha, Hunan
Print_ISBN :
978-0-7695-3804-4
Type :
conf
DOI :
10.1109/ICICTA.2009.148
Filename :
5287582
Link To Document :
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