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An application of data fusion combining laser scanner and vision in real-time driving environment recognition system

  • Beijing Institute of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

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.

Original languageEnglish
Title of host publicationProceedings of the 2009 International Conference on Machine Learning and Cybernetics
PublisherIEEE Computer Society
Pages3116-3121
Number of pages6
ISBN (Print)9781424437030
DOIs
Publication statusPublished - 2009
Event8th International Conference on Machine Learning and Cybernetics, ICMLC 2009 - Baoding, China
Duration: 12 Jul 200915 Jul 2009

Publication series

NameProceedings of the 2009 International Conference on Machine Learning and Cybernetics
Volume6

Conference

Conference8th International Conference on Machine Learning and Cybernetics, ICMLC 2009
Country/TerritoryChina
CityBaoding
Period12/07/0915/07/09

Keywords

  • Calibration
  • Data Fusion
  • Laser Scanner
  • Vision

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