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

Chao Hua Guan*, Jian Wei Gong, Yong Dan Chen, Hui Yan Chen

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

3 引用 (Scopus)

摘要

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.

源语言英语
主期刊名Proceedings of the 2009 International Conference on Machine Learning and Cybernetics
3116-3121
页数6
DOI
出版状态已出版 - 2009
活动2009 International Conference on Machine Learning and Cybernetics - Baoding, 中国
期限: 12 7月 200915 7月 2009

出版系列

姓名Proceedings of the 2009 International Conference on Machine Learning and Cybernetics
6

会议

会议2009 International Conference on Machine Learning and Cybernetics
国家/地区中国
Baoding
时期12/07/0915/07/09

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