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A New Algorithm for the Establishing Data Association Between a Camera and a 2-D LIDAR
  • ISSN号:1002-0470
  • 期刊名称:《高技术通讯》
  • 时间:0
  • 分类:TP301.6[自动化与计算机技术—计算机系统结构;自动化与计算机技术—计算机科学与技术] X831[环境科学与工程—环境工程]
  • 作者机构:[1]State Key Laboratory of Intelligent Technology and Systems, Tsinghua National Laboratory for Information Science and Technology,Department of Computer Science and Technology,Tsinghua University, Beijing 100084, China
  • 相关基金:This work was supported in part by the National Natural Science Foundation of China (Nos.90820305 and 60775040) and the National High-Tech Research and Development (863) Program of China (No.2012AA041402).
中文摘要:

In this paper, we propose a new algorithm to establish the data association between a camera and a 2-D LIght Detection And Ranging sensor(LIDAR). In contrast to the previous works, where data association is established by calibrating the intrinsic parameters of the camera and the extrinsic parameters of the camera and the LIDAR, we formulate the map between laser points and pixels as a 2-D homography. The line-point correspondence is employed to construct geometric constraint on the homography matrix. This enables checkerboard to be not essential and any object with straight boundary can be an effective target. The calculation of the 2-D homography matrix consists of a linear least-squares solution of a homogeneous system followed by a nonlinear minimization of the geometric error in the image plane. Since the measurement quality impacts on the accuracy of the result, we investigate the equivalent constraint and show that placing the calibration target nearby the 2-D LIDAR will provide sufficient constraints to calculate the 2-D homography matrix. Simulation and experimental results validate that the proposed algorithm is robust and accurate. Compared with the previous works, which require two calibration processes and special calibration targets such as checkerboard, our method is more flexible and easier to perform.

英文摘要:

In this paper,we propose a new algorithm to establish the data association between a camera and a 2-D Light Detection And Ranging sensor (LIDAR).In contrast to the previous works,where data association is established by calibrating the intrinsic parameters of the camera and the extrinsic parameters of the camera and the LIDAR,we formulate the map between laser points and pixels as a 2-D homography.The line-point correspondence is employed to construct geometric constraint on the homography matrix.This enables checkerboard to be not essential and any object with straight boundary can be an effective target.The calculation of the 2-D homography matrix consists of a linear least-squares solution of a homogeneous system followed by a nonlinear minimization of the geometric error in the image plane.Since the measurement quality impacts on the accuracy of the result,we investigate the equivalent constraint and show that placing the calibration target nearby the 2-D LIDAR will provide sufficient constraints to calculate the 2-D homography matrix.Simulation and experimental results validate that the proposed algorithm is robust and accurate.Compared with the previous works,which require two calibration processes and special calibration targets such as checkerboard,our method is more flexible and easier to perform.

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期刊信息
  • 《高技术通讯》
  • 北大核心期刊(2011版)
  • 主管单位:中华人民共和国科学科技部
  • 主办单位:中国科学技术信息研究所
  • 主编:赵志耘
  • 地址:北京市三里河路54号
  • 邮编:100045
  • 邮箱:hitech@istic.ac.cn
  • 电话:010-68514060 68598272
  • 国际标准刊号:ISSN:1002-0470
  • 国内统一刊号:ISSN:11-2770/N
  • 邮发代号:82-516
  • 获奖情况:
  • 《中国科学引文数据》刊源,《中国科技论文统计与分析》刊源
  • 国内外数据库收录:
  • 美国化学文摘(网络版),荷兰文摘与引文数据库,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),英国英国皇家化学学会文摘
  • 被引量:12178