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一种摄像机和3维激光雷达外部参数最大似然估计的标定算法

温景阳 杨建 付梦印 张继伟 杨蔚青

机器人2011,Vol.33Issue(1):102-106,5.
机器人2011,Vol.33Issue(1):102-106,5.DOI:10.3724/SP.J.1218.2011.00102

一种摄像机和3维激光雷达外部参数最大似然估计的标定算法

A Calibration Algorithm for Maximum Likelihood Estimation of Extrinsic Parameters of a Camera and a 3D Laser Radar

温景阳 1杨建 2付梦印 1张继伟 1杨蔚青2

作者信息

  • 1. 北京理工大学,北京,100081
  • 2. 中国兵器科学研究院,北京,100089
  • 折叠

摘要

Abstract

The maximum likelihood estimation method of extrinsic parameters of video camera and laser radar is proposed.When calculating the rotation matrix for the coordinate transformation of video camera and three-dimensional laser radar, the error of each initial value is taken into consideration, and corresponding weights are assigned to these initial values according to their respective variance, i.e.assigning minor weights to the initial values with major error and major weights to the initial values with minor error, thus to make the effects of various initial values' error on the calibration results consistent with each other.On this basis, the maximum likelihood estimation of rotation matrix will be more accurate.In addition, by establishing the error model, this paper reveals the error transfer principle in the calibration process, providing reference for the further research on the calibration problems.

关键词

摄像机/3维激光雷达/参数标定/信息融合

Key words

camera/ 3D laser radar/ parameter calibration/ information fusion

分类

信息技术与安全科学

引用本文复制引用

温景阳,杨建,付梦印,张继伟,杨蔚青..一种摄像机和3维激光雷达外部参数最大似然估计的标定算法[J].机器人,2011,33(1):102-106,5.

基金项目

国家自然科学基金资助项目(60773044) (60773044)

教育部长江学者和创新团队发展计划资助项目 ()

中国博士后科学基金资助项目(20080440310). (20080440310)

机器人

OA北大核心CSCDCSTPCD

1002-0446

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