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REGISTRATION OF TERRESTRIAL MOBILE LASER DATA ON 2D OR 3D GEOGRAPHIC DATABASE BY USE OF A NON-RIGID ICP APPROACH.

机译:通过使用非刚性ICP方法在2D或3D地理数据库上注册地面移动激光数据。

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This article presents a generic and efficient method to register terrestrial mobile data with imperfect location on a geographic database with better overall accuracy but less details. The registration method proposed in this paper is based on a semi-rigid point to plane ICP ("Iterative Closest Point"). The main applications of such registration is to improve existing geographic databases, particularly in terms of accuracy, level of detail and diversity of represented objects. Other applications include fine geometric modelling and fine fa?ade texturing, object extraction such as trees, poles, road signs marks, facilities, vehicles,etc. The geopositionning system of mobile mapping systems is affected by GPS masks that are only partially corrected by an Inertial Navigation System (INS) which can cause an important drift. As this drift varies non-linearly, but slowly in time, it will be modelled by a translation defined as a piecewise linear function of time which variation over time will be minimized (rigidity term). For each iteration of the ICP, the drift is estimated in order to minimise the distance between laser points and planar model primitives (data attachment term). The method has been tested on real data (a scan of the city of Paris of 3.6 million laser points registered on a 3D model of approximately 71,400 triangles).
机译:本文介绍了一种通用和有效的方法,可以在地理数据库上注册具有不完美位置的地面移动数据,具有更好的整体准确性,但细节更少。本文提出的注册方法基于半刚性点到平面ICP(“迭代最接近点”)。这些注册的主要应用是改进现有的地理数据库,特别是在准确性,细节水平和代表物体的多样性方面。其他应用包括精细的几何建模和精细FA?Ade纹理,物体提取,如树木,杆,道路标记,设施,车辆等。移动式映射系统的地理定位系统受到GPS掩模的影响,该GPS掩模仅部分地由惯性导航系统(INS)校正,这可能导致重要漂移。随着该漂移不线性地变化,但在时间缓慢地变化,它将通过将被定义为分段线性函数的翻译模拟,随着时间的推移变化(刚性术语)。对于ICP的每次迭代,估计漂移以最小化激光点和平面模型基元(数据附件项)之间的距离。该方法已经在实际数据上进行了测试(登记在大约71,400三角形的3D模型上的360万激光点的扫描。

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