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A fast and accurate iterative method for the camera pose estimation problem

机译:解决相机姿态估计问题的快速准确的迭代方法

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摘要

This paper presents a fast and accurate iterative method for camera pose estimation problem. The dependence on initial values is reduced by replacing unknown angular parameters with three independent non-angular parameters. Image point coordinates are treated as observations with errors and a new model is built using a conditional adjustment with parameters for relative orientation. This model allows for the estimation of the errors in the observations. The estimated observation errors are then used iteratively to detect and eliminate gross errors in the adjustment. A total of 22 synthetic datasets and 10 real datasets are used to compare the proposed method with the traditional iterative method, the 5-point-RANSAC and the state-of-the-art 5-point-USAC methods. Preliminary results show that our proposed method is not only faster than the other methods, but also more accurate and stable. (C) 2019 Elsevier B.V. All rights reserved.
机译:本文提出了一种快速,准确的迭代方法来解决相机姿态估计问题。通过用三个独立的非角度参数替换未知角度参数,可以减少对初始值的依赖性。图像点坐标被视为带有错误的观察值,并使用带有相对方向参数的条件调整来建立新模型。该模型允许估计观测值中的误差。然后,将估计的观测误差反复用于检测和消除调整中的严重误差。总共使用了22个合成数据集和10个真实数据集,以将建议的方法与传统的迭代方法,5点RANSAC和最新的5点USAC方法进行比较。初步结果表明,我们提出的方法不仅比其他方法更快,而且更准确,更稳定。 (C)2019 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Image and Vision Computing》 |2020年第2期|103860.1-103860.13|共13页
  • 作者

  • 作者单位

    China Univ Geosci Natl Engn Res Ctr Geog Informat Syst Wuhan Peoples R China;

    China Univ Geosci Natl Engn Res Ctr Geog Informat Syst Wuhan Peoples R China|China Aero Geophys Survey & Remote Sensing Ctr La Beijing Peoples R China;

    Beijing Smart Mapping Technol Co Ltd Beijing Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Camera pose estimation; Direct relative orientation; Iterative method; Parameterization; Gross detection and elimination;

    机译:相机姿态估计;直接相对定向;迭代方法;参数化;总检测和消除;

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