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Study on a stitching algorithm of the iterative closest point based on dynamic hierarchy

机译:基于动态层次结构的迭代最近点拼接算法研究

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In order to improve the efficiency of matching marked points, the accuracy and automation of point cloud stitching, a stitching algorithm of dynamic hierarchy of the iterative closest point is proposed. First, the dynamic distance matrix was introduced to record the distance of hierarchical searching marked point; to complete the coarse stitching, the marked point was matched through the dynamic distance matrix and the least square method was used to resolve the transformation matrix. Second, at the stage of precisely stitching dynamic hierarchical search points a set was taken to initialize a valid initial position for the iterative closest point algorithm, then the local optimum of the iterative closest point algorithm was avoided. In a three-dimensional stitching experiment the precise stitching distance error has reached 0.0085 mm; the method is testified to be simple, practical and characterized by high stitching precision. (C) 2015 Optical Society of America.
机译:为了提高标记点的匹配效率、点云拼接的精度和自动化程度,该文提出一种迭代最近点动态层次的拼接算法。首先,引入动态距离矩阵记录分层搜索标记点的距离;为了完成粗拼接,通过动态距离矩阵对标记点进行匹配,并采用最小二乘法对变换矩阵进行求解。其次,在动态分层搜索点的精确拼接阶段,为迭代最近点算法初始化一个有效的初始位置,从而避免迭代最近点算法的局部最优;在三维拼接实验中,精确拼接距离误差达到0.0085 mm;该方法被证明是简单、实用的,并且具有缝合精度高的特点。(C) 2015 年美国光学学会。

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