跳到主要导航 跳到搜索 跳到主要内容

An automatic and efficient calibration method for LiDAR-camera in targetless environments

  • Fengli Yang
  • , Juzhi Zhu
  • , Long Zhao*
  • *此作品的通讯作者
  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Accurate calibration of LiDAR and camera in targetless environments is a crucial task in various applications. This paper proposes an automatic and efficient calibrationmethod forLiDARand camera in such environments. Firstly, the collected LiDAR point cloud and image data are preprocessed. Considering the richness of edges in natural environments, we incorporated edge features to establish the 2D- 3D correspondence between LiDAR and camera data. Additionally, we employed RANSAC to obtain a rough estimation of the LiDAR-camera transformation. Given the initial guess, we further optimize the transform estimation based on normalized information distance (a cross-modal distance measure based on mutual information). Experimental evaluations confirm the accuracy and efficiency of the proposed method in targetless environments.

源语言英语
主期刊名Proceedings of 2023 Chinese Intelligent Systems Conference - Volume II
编辑Yingmin Jia, Weicun Zhang, Yongling Fu, Jiqiang Wang
出版商Springer Science and Business Media Deutschland GmbH
867-876
页数10
ISBN(印刷版)9789819968817
DOI
出版状态已出版 - 2023
活动19th Chinese Intelligent Systems Conference, CISC 2023 - Ningbo, 中国
期限: 14 10月 202315 10月 2023

出版系列

姓名Lecture Notes in Electrical Engineering
1090 LNEE
ISSN(印刷版)1876-1100
ISSN(电子版)1876-1119

会议

会议19th Chinese Intelligent Systems Conference, CISC 2023
国家/地区中国
Ningbo
时期14/10/2315/10/23

指纹

探究 'An automatic and efficient calibration method for LiDAR-camera in targetless environments' 的科研主题。它们共同构成独一无二的指纹。

引用此