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深度相机的测量误差建模及校正

魏瑞丽 王明军 周熠铭 易芳

中国光学(中英文)2024,Vol.17Issue(2):271-277,7.
中国光学(中英文)2024,Vol.17Issue(2):271-277,7.DOI:10.37188/CO.2023-0047

深度相机的测量误差建模及校正

Modeling and correction of measurement errors based on depth cameras

魏瑞丽 1王明军 2周熠铭 3易芳3

作者信息

  • 1. 西安理工大学图书馆,陕西西安 710048
  • 2. 西安理工大学自动化与信息工程学院,陕西西安 710048||西安市无线光通信与网络研究重点实验室,陕西西安 710048||陕西省智能协同网络军民共建重点实验室,陕西西安 710126
  • 3. 西安理工大学自动化与信息工程学院,陕西西安 710048
  • 折叠

摘要

Abstract

Time of Flight(ToF)depth camera is one of the important means to obtain three-dimensional point cloud data,but ToF depth camera is limited by its own hardware and external environment,and its measure-ment data has certain errors.Aiming at the unsystematic error of ToF depth camera,this paper experiment-ally verifies that the color,distance,and relative motion of the measured target affect the data obtained by the depth camera,and the error effects are different.A new measurement error model is proposed to correct the error caused by color and distance.For the error caused by relative motion,a three-dimensional motion blur function is established to recover it.Through the numerical analysis of the established calibration model,the residual error of distance and color is less than 4 mm,and the error caused by relative motion is less than 0.7 mm.The work done in this paper improves the quality of the measurement data of the ToF depth camera,and provides more accurate data support for 3D point cloud reconstruction and other work.

关键词

ToF深度相机/深度误差/误差校正

Key words

ToF depth camera/depth error/error correction

分类

信息技术与安全科学

引用本文复制引用

魏瑞丽,王明军,周熠铭,易芳..深度相机的测量误差建模及校正[J].中国光学(中英文),2024,17(2):271-277,7.

基金项目

国家自然科学基金重大研究计划培育项目(No.92052106) (No.92052106)

国家自然科学基金(No.61771385,No.62101313) (No.61771385,No.62101313)

陕西省杰出青年科学基金(No.2020JC-42)Supported by the National Natural Science Foundation of China(Grant No.92052106,No.61771385,No.62101313)and Shaanxi Province Science Foundation for Distinguished Young Scholars(Grant No.2020JC-42) (No.2020JC-42)

中国光学(中英文)

OA北大核心CSTPCD

2095-1531

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