Title :
A vehicle external contour detection and identification system based on multi-sensors
Author :
Dashuai, Fan ; Jun, Zhang ; Hanning, Wang ; Huiyu, Jin
Author_Institution :
Sch. of Electr. Eng. & Autom., Tianjin Univ., Tianjin, China
Abstract :
Using laser ranging sensor, radar speedometer and digital camera, a vehicle external contour detection and identification system is designed. According to the data measured from vehicles on the highway, the six features such as vehicle length, height, width, height variance, crest length ratio and vehicle body length ratio are extracted. Then the vehicles are classified to cars, microbuses, trucks, buses, large tracks and large buses automatically by a BP neural network. The experimental results show that this system has better classification effect than existing results, especially could more effectively distinguish the trucks and buses which have similar shape.
Keywords :
backpropagation; cameras; feature extraction; image classification; laser ranging; neural nets; object detection; object recognition; radar; road vehicles; sensor fusion; traffic engineering computing; velocity measurement; BP neural network; car; contour identification system; digital camera; feature extraction; highway; laser ranging sensor; microbus; multisensors; radar speedometer; truck; vehicle body length ratio; vehicle classification; vehicle crest length ratio; vehicle external contour detection system; vehicle height variance; vehicle width; Automation; Distance measurement; Educational institutions; Electronic mail; Laser radar; Reactive power; Vehicles; External contour detection; Laser Ranging sensor; Radar speedometer; Vehicle; vehicle identification;
Conference_Titel :
Control Conference (CCC), 2012 31st Chinese
Conference_Location :
Hefei
Print_ISBN :
978-1-4673-2581-3