DocumentCode :
3100796
Title :
An application of data fusion combining laser scanner and vision in real-time driving environment recognition system
Author :
Guan, Chao-hua ; Gong, Jian-wei ; Chen, Yong-dan ; Chen, Hui-yan
Author_Institution :
Intell. Vehicle Res. Center, Beijing Inst. of Technol., Beijing, China
Volume :
6
fYear :
2009
fDate :
12-15 July 2009
Firstpage :
3116
Lastpage :
3121
Abstract :
This paper describes a newly developed combined calibration method for laser scanner and monocular vision in real-time driving environment recognition system. First, a special right angled isosceles triangle calibration board was designed to calibrate the extrinsic parameters of laser scanner including mounting height and pitch, in this way the laser points can be converted into the vehicle coordinate system. Then, the characteristic points in laser data and image data can be extracted to build a constraint equation to obtain the parameters of the pinhole camera model. Finally, the laser points can be projected onto the image with this model and displayed in the same image frame. Experimental tests on running vehicle showed that the system could avoid interference, ambiguity and display the driving environment including obstacles, vehicles, pedestrians and so on in real-time. The calibration process is very simple and comprehensible, and the calibration board is quite easy to obtain. With less computation load, our work can expedite the obstacle detection and classification.
Keywords :
calibration; computer vision; feature extraction; image recognition; matrix algebra; optical scanners; traffic engineering computing; calibration method; data fusion; feature extraction; image data; interference; laser data; laser scanner; monocular vision; obstacle classification; obstacle detection; pinhole camera model; real-time driving environment recognition system; right angled isosceles triangle calibration board; vehicle coordinate system; Calibration; Data mining; Image converters; Interference constraints; Laser fusion; Laser modes; Optical design; Real time systems; Vehicle driving; Vehicles; Calibration; Data Fusion; Laser Scanner; Vision;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics, 2009 International Conference on
Conference_Location :
Baoding
Print_ISBN :
978-1-4244-3702-3
Electronic_ISBN :
978-1-4244-3703-0
Type :
conf
DOI :
10.1109/ICMLC.2009.5212703
Filename :
5212703
Link To Document :
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