激光雷达
屋顶
分割
计算机科学
计算机视觉
点(几何)
三维重建
人工智能
遥感
地质学
地理
几何学
数学
考古
作者
Liang Cheng,Lihua Tong,Yanming Chen,Wen Zhang,Jie Shan,Yongxue Liu,Manchun Li
标识
DOI:10.1016/j.optlaseng.2012.10.010
摘要
An approach by integrating airborne LiDAR data and optical multi-view aerial imagery is presented for automatic reconstruction of 3D building roof models. It includes two main steps: roof point segmentation and 3D roof model reconstruction. A coarse-to-fine LiDAR data segmentation is proposed to separate LiDAR points of a building into a set of roof planar segments, which includes initial segmentation by using point normal estimate, and segmentation refinement by using a new Shrink-Expand technique. A point-based integration mechanism by incorporating the segmented roof points and 2D lines extracted from optical multi-view aerial images is then proposed for 3D step line determination, with which 3D roof models are reconstructed. The experimental results indicate that the proposed approach can provide high-quality 3D roof models with diverse roof structure complexities.
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