首页|基于改进高斯拟合的变宽度光条中心线提取方法

基于改进高斯拟合的变宽度光条中心线提取方法

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线结构光是三维测量方法中广泛使用的一种技术,其测量精度主要由激光光条中心线提取精度决定.但在实际应用中,复杂物体表面高度变化将引起光条宽度变化,导致光条截面灰度分布不再满足标准高斯分布.传统中心线提取算法在面对这类非等宽非标准光条时往往鲁棒性不足,造成中心线提取结果的精度下降.针对这类变宽度条纹中心线的提取问题,提出了一种新型高斯迭代拟合算法,以改善中心线提取的稳定性,从而提高测量精度.该算法首先对光条区域进行分割并估计光条宽度初值,通过高斯滤波改善光条的灰度分布特性;然后逐截面对光条灰度进行包含参数初值优化过程的迭代拟合,以消除光条变宽度的影响.结果表明,所提改进高斯拟合算法的稳定性与准确性较高,在噪声环境下具有比传统方法更高的光条中心提取精度,可有效提高线结构光测量结果的精度.
Centerline Extraction Method of Variable Width Light Strip Based on Improved Gaussian Fitting
Line structured light is one of the most widely used techniques in 3D measurement,and its measurement accuracy is mainly determined by the extraction accuracy of the Central Line of the laser strip. However,in practical applications,the height change of complex object surface will cause the width of the light strip to change,resulting in the gray distribution of the light strip section no longer meets the standard Gaussian distribution. The traditional centerline extraction algorithm is often lack of robustness in the face of such non-uniform width and non-standard light strips,resulting in the decline of accuracy of centerline extraction results. In this paper,a new Gaussian iterative fitting algorithm is proposed to improve the stability of centerline extraction and thus improve the measurement accuracy. Firstly,the light stripe region is segmented and the initial width of the light stripe is estimated,and the gray distribution characteristics of the light stripe are improved by Gaussian filtering. Then,the gray level of the light stripe is iteratively fitted by section,which includes the parameter initial value optimization process to eliminate the influence of the variable width of the light stripe. The results show that the improved Gaussian fitting algorithm proposed in this paper has high stability and accuracy,and achieves higher accuracy than the traditional method in the noise environment,which can effectively improve the accuracy of the line structured light measurement results.

centerline extraction of light stripGaussian fittingvariable width light stripiterative algorithm

赖霆、吴高旭

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江西理工大学机电工程学院,江西赣州 341000

光条中心线提取 高斯拟合 变宽度光条 迭代算法

2024

自动化应用
重庆西南信息有限公司

自动化应用

影响因子:0.156
ISSN:1674-778X
年,卷(期):2024.65(24)