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The effect of camera settings on image noise and accuracy of subpixel image registration

机译:相机设置对图像噪声和亚像素图像配准的准确性的影响

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摘要

Estimating the accuracy of subpixel image registration algorithms in practical experiments is important, yet challenging in many applications. The accuracy of these algorithms in camera-based systems is influenced not only by image content, but also camera noise. In this study, five experiments were designed to quantify the effect of changing camera settings on the image noise level, and consequently on the accuracy of subpixel displacement measurements. The systematic errors of the algorithms were measured separately to provide estimates of their contributions to the total measurement error. Experiments were conducted to measure the effects of random noise on the accuracy of displacement measurements. The results showed that the camera parameters directly influenced the image noise level, but the accuracy of algorithms in measuring displacements was not proportional to the image noise level. These results provide information on the quantitative relationship between camera settings and the registration error for a camera-based measurement system.
机译:在实际实验中估算子像素图像配准算法的准确性很重要,但许多应用中有挑战性。基于相机系统中这些算法的准确性不仅受图像内容的影响,而且影响了摄像机噪声。在这项研究中,五项实验旨在量化在图像噪声水平上改变相机设置的效果,从而达到子像素位移测量的准确性。分别测量算法的系统误差,以提供对总测量误差的贡献的估计。进行实验以测量随机噪声对位移测量精度的影响。结果表明,相机参数直接影响了图像噪声水平,但测量位移中的算法的准确性与图像噪声水平没有成比例。这些结果提供了有关基于相机的测量系统的相机设置和注册误差之间的定量关系的信息。

著录项

  • 来源
    《Machine Vision and Applications》 |2021年第4期|95.1-95.10|共10页
  • 作者单位

    Auckland Bioengineering Institute The University of Auckland Auckland New Zealand;

    Auckland Bioengineering Institute The University of Auckland Auckland New Zealand;

    Auckland Bioengineering Institute The University of Auckland Auckland New Zealand Department of Engineering Science The University of Auckland Auckland New Zealand;

    Auckland Bioengineering Institute The University of Auckland Auckland New Zealand Department of Engineering Science The University of Auckland Auckland New Zealand;

    Auckland Bioengineering Institute The University of Auckland Auckland New Zealand Department of Engineering Science The University of Auckland Auckland New Zealand;

  • 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 noise; Subpixel image registration; Error assessment; Displacement measurement;

    机译:相机噪音;子像素图像配准;错误评估;排量测量;

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