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Accurate facade feature extraction method for buildings from three-dimensional point cloud data considering structural information

机译:考虑结构信息的三维点云数据精确建筑物外墙特征提取方法

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摘要

Facade features represent segmentations of building surfaces and can serve as a building framework. Extracting facade features from three-dimensional (3D) point cloud data (3D PCD) is an efficient method for 3D building modeling. By combining the advantages of 3D PCD and two-dimensional optical images, this study describes the creation of a highly accurate building facade feature extraction method from 3D PCD with a focus on structural information. The new extraction method involves three major steps: image feature extraction, exploration of the mapping method between the image features and 3D PCD, and optimization of the initial 3D PCD facade features considering structural information. Results show that the new method can extract the 3D PCD facade features of buildings more accurately and continuously. The new method is validated using a case study. In addition, the effectiveness of the new method is demonstrated by comparing it with the range image-extraction method and the optical image-extraction method in the absence of structural information. The 3D PCD facade features extracted by the new method can be applied in many fields, such as 3D building modeling and building information modeling. (C) 2017 International Society for Photogrammetry and Remote Sensing, Inc. (ISPRS). Published by Elsevier B.V. All rights reserved.
机译:立面特征代表建筑表面的分割,可以用作建筑框架。从三维(3D)点云数据(3D PCD)中提取立面特征是进行3D建筑建模的有效方法。通过结合3D PCD和二维光学图像的优点,本研究描述了从3D PCD着重于结构信息的高度精确的建筑立面特征提取方法的创建。新的提取方法包括三个主要步骤:图像特征提取,图像特征与3D PCD之间的映射方法的探索以及考虑结构信息的初始3D PCD外墙特征的优化。结果表明,该新方法可以更准确,连续地提取建筑物的3D PCD外墙特征。案例研究验证了该新方法。此外,通过在没有结构信息的情况下将其与范围图像提取方法和光学图像提取方法进行比较,证明了该新方法的有效性。通过新方法提取的3D PCD外墙特征可以应用于许多领域,例如3D建筑建模和建筑信息建模。 (C)2017国际摄影测量与遥感学会(ISPRS)。由Elsevier B.V.发布。保留所有权利。

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