DocumentCode :
3503964
Title :
Vehicle Objects Detection of Video Images Based on Gray-Scale Characteristics
Author :
Cao, Jie ; Li, Li
Author_Institution :
Coll. of Comput. & Commun., Lanzhou Univ. of Technol., Lanzhou
Volume :
2
fYear :
2009
fDate :
7-8 March 2009
Firstpage :
936
Lastpage :
940
Abstract :
An integrated approach to detect moving vehicles, by using of gray-scale images with complicated background, applied in intelligent traffic surveillance is proposed. In this paper, firstly, color images are converted to gray-scale images in the images pre-processing. Then the methods of frame differencing and selective background updating are utilized to generate initial background and update current background. Furthermore, every processed image is filtered by fast median filter to remove noise caused by vidicon movement or background jitter. When the current background is obtained, moving objects in the video can be detected effectively by background frame differencing complemented with inter-frame differencing. Finally, morphological filtering is used for decreasing accumulative errors. The experimental result shows this approach can detect moving vehicles effectively in real time, which is suitable for video traffic surveillance system.
Keywords :
automated highways; image colour analysis; image denoising; image motion analysis; jitter; median filters; object detection; road traffic; road vehicles; video signal processing; video surveillance; background frame differencing; background jitter; color image; fast median filter; gray-scale characteristics; intelligent traffic surveillance; inter-frame differencing; morphological filtering; moving vehicle detection; noise removal; object detection; selective background updating; video image processing; vidicon movement; Background noise; Color; Filters; Gray-scale; Image converters; Intelligent vehicles; Jitter; Object detection; Surveillance; Vehicle detection; Intelligent Transportation Systems (ITS); background update; fast median filtering; gray-scale characteristics; vehicle detection; video images processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Education Technology and Computer Science, 2009. ETCS '09. First International Workshop on
Conference_Location :
Wuhan, Hubei
Print_ISBN :
978-1-4244-3581-4
Type :
conf
DOI :
10.1109/ETCS.2009.472
Filename :
4959185
Link To Document :
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