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Optimization Solution of Laser Plane Generated from Maximum Likelihood Estimation of Projection Plane

机译:从投影平面的最大似然估计产生的激光平面的优化解决方案

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摘要

An enhanced solution method that based on the maximum likelihood estimation (MLE) of the projection plane is proposed. The method utilizes a 2D target and an optimization process to achieve a higher accuracy and noise immunity. The projection plane is parameterized by the laser plane coordinates. The maximum likelihood function is obtained from the stochastic vector of the projection planes in the camera coordinate system. The coordinates of the laser plane are achieved by the optimization process. The MLE method is compared with the original method. The experimental results reveal the relative error reductions of 18.97, 19.81, 21.22, and 21.60% under the test distances of 200, 300, 400, and 500 mm, respectively. Moreover, for the images under noise, the results show the relative error reductions of 20.06, 18.77, 19.64, and 20.35%, respectively. The experimental results suggest that the MLE of the projection plane would be useful to improve the measurement accuracy of active vision in both fundamental research and potential applications.
机译:提出了一种基于投影平面最大似然估计的改进求解方法。该方法利用2D目标和优化过程来实现更高的精度和抗扰度。投影平面通过激光​​平面坐标进行参数设置。最大似然函数是从摄像机坐标系中投影平面的随机向量获得的。激光平面的坐标是通过优化过程获得的。将MLE方法与原始方法进行了比较。实验结果表明,在200、300、400和500 mm的测试距离下,相对误差分别降低了18.97%,19.81、21.22和21.60%。此外,对于噪声下的图像,结果显示相对误差分别降低了20.06、18.77、19.64和20.35%。实验结果表明,在基础研究和潜在应用中,投影平面的MLE将有助于提高主动视觉的测量精度。

著录项

  • 来源
    《Sensors and materials》 |2018年第2期|1155-1164|共10页
  • 作者单位

    Department of Vehicle Operation Engineering, Traffic and Transportation College, Nanling Campus, Jilin University;

    Department of Vehicle Operation Engineering, Traffic and Transportation College, Nanling Campus, Jilin University;

    School of Mechanical Science and Engineering, Nanling Campus, Jilin University;

    Department of Vehicle Operation Engineering, Traffic and Transportation College, Nanling Campus, Jilin University;

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

    active vision; optimization solution; laser plane; MLE;

    机译:主动视觉;优化解决方案;激光平面;MLE;

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