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AUTOMATIC REGISTRATION OF GROUND-BASED LIDAR DATA SETS BY USING 3D LINE FEATURES

机译:使用3D线功能自动注册地面的LIDAR数据集

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In this paper the authors show how to extract the 3D line features from ground-based LiDAR data sets and develop the algorithms in which 3D line feature matching for registering overlapping scenes can be established by means of geometric constraints in an automatic course. The proposed working scheme consists of three major kernels including 3D line feature extraction, 3D line feature matching and the registration of ground-based LiDAR data sets. 3D line features are extracted by means of image process techniques and then input into the matching engine where geometric constraints are imposed and conjugated line features among stations are picked. The registration of consecutive overlapping data sets is performed through the two-step model of 3D spatial similarity transformation. The whole processing chains in this study are featured in a highly automatic fashion. The conducted experiments show that the proposed method seems to be the alternative or the complementary for LiDAR data sets registration apart from the point, surface and other features that are often realized as feature primitives for LiDAR data.
机译:在本文中,作者展示了如何从基于地面的LIDAR数据集中提取3D线特征,并开发算法,其中可以通过自动课程中的几何约束来建立用于注册重叠场景的3D线特征匹配。所提出的工作方案包括三个主要内核,包括3D线特征提取,3D线特征匹配和基于地面的LIDAR数据集的注册。通过图像处理技术提取3D线特征,然后输入到匹配的发动机中,其中施加几何约束,并且拾取了站之间的共轭线特征。连续重叠数据集的登记是通过三个空间相似性转换的两步模型执行的。本研究中的整个加工链以高度自动的方式出现。所进行的实验表明,该方法似乎是LIDAR数据集合的替代或互补性,除了通常实现为LIDAR数据的特征原语的点,表面和其他特征之外的登记。

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