Title :
Automatic contour initialization for image tracking of multi-lane vehicles and motorcycles
Author :
Tai, Jen-Chao ; Song, Kai-Tai
Author_Institution :
Dept. of Mech. Eng., Minghsin Univ. of Sci. & Technol., Hsinchu, Taiwan
Abstract :
The paper presents a novel design for automatic contour initialization and its applications to vision-based traffic monitoring. Active contour models are constructed subsequently to locate and track various types of vehicles, including cars and motorcycles. We propose to use image measurement to predict the position and size of vehicles in a special designed detection window. The initialization mechanism facilitates contour tracking of different size vehicle simultaneously at a junction. Actual CCD images of an artery junction were employed to verify the proposed image tracking system. Traffic parameters such as vehicle speed and numbers of vehicles are obtained with satisfactory accuracy.
Keywords :
computer vision; computerised monitoring; edge detection; image segmentation; optical tracking; road traffic; road vehicles; traffic engineering computing; CCD images; active contour models; automatic contour initialization; cars; contour tracking; detection window; image measurement; image tracking system; motorcycles; multilane vehicles; traffic parameters; vehicle size prediction; vehicle speed; vehicles position prediction; vision based traffic monitoring; Active contours; Control engineering; Detectors; Image edge detection; Monitoring; Motorcycles; Road vehicles; Traffic control; Urban areas; Vehicle detection;
Conference_Titel :
Intelligent Transportation Systems, 2003. Proceedings. 2003 IEEE
Print_ISBN :
0-7803-8125-4
DOI :
10.1109/ITSC.2003.1252062