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