动态环境下的激光条纹中心线提取方法
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河海大学物联网工程学院

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Extraction Algorithm of Laser Stripe Centerline in Dynamic Environment
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    摘要:

    线结构光三维视觉测量技术最关键的一步是提取出结构光图像中的激光条纹中心线。针对动态测量环境下激光条纹图像存在复杂背景信息、激光光强分布不均、光带各部分宽度差别大、激光条纹断裂等问题,本文研究了一种适用于动态测量环境的激光条纹中心线提取方法。首先通过图像预处理以及自适应裁剪算法提取出感兴趣区域(region of interest, ROI);其次通过改进型伽马校正(improved gamma correction, IGC)以及改进型变阈值大津阈值分割算法(improved variable threshold Otsu, IVT-Ostu)分割出激光条纹区域;然后使用二维灰度重心法(two-dimensional gray barycentric method, TD-GBM)提取激光条纹的初始中心线;最终使用二次优化算法对初始中心线进行优化,精确地提取出激光条纹中心线。实验结果表明,相比于灰度重心法、Steger法等算法,本文所提方法受背景干扰以及激光条纹质量的影响较小,能够在多种复杂情况下更精确地提取激光条纹中心线,满足准确性高、稳定性强以及实时性好的要求。

    Abstract:

    The most critical step of the line structured light three-dimensional vision measurement technology is to extract the center line of the laser stripe in the structured light image. In order to solve the problems of complex background information, uneven distribution of laser intensity, wide difference of width of different parts of light band and laser fringe fracture in dynamic environment, a method of extracting laser fringe center line suitable for dynamic environment was proposed in this paper. First, the region of interest (ROI) is extracted by image preprocessing and adaptive clipping algorithm. Secondly, the laser fringe region was segmtized by the improved gamma correction (IGC) and the improved variable threshold Otsu (IVT-Ostu). Then, the initial center line of the laser fringe is extracted by the two-dimensional gray barycentric method (TD-GBM). Finally, a quadratic optimization algorithm is proposed to optimize the initial center line and extract the center line of laser fringe accurately. Experimental results show that, compared with gray gravity center method, Steger method and other algorithms, the proposed method is less affected by background interference and laser fringe quality, and can extract the center line of laser fringe more accurately in a variety of complex situations, meeting the requirements of high accuracy, strong stability and good real-time performance.

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张衡,苗红霞,郭章旺,饶星楠.动态环境下的激光条纹中心线提取方法计算机测量与控制[J].,2021,29(12):226-233.

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  • 收稿日期:2021-09-22
  • 最后修改日期:2021-11-01
  • 录用日期:2021-11-02
  • 在线发布日期: 2021-12-24
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