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
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