Automated Building Footprint and 3D Building Model Generation from Lidar Point Cloud Data

被引:5
|
作者
Kurdi, Fayez Tarsha [1 ]
Awrangjeb, Mohammad [1 ]
Liew, Alan Wee-Chung [2 ]
机构
[1] Griffith Univ, Inst Integrated & Intelligent Syst, Nathan, Qld 4111, Australia
[2] Griffith Univ, Sch Informat & Commun Technol, Southport, Qld 4215, Australia
关键词
Lidar; modelling; segmentation; 2D building model; 3D building model; vertex; boundary; PRIMITIVES;
D O I
10.1109/dicta47822.2019.8946008
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Although much effort has been spent in developing a stable algorithm for 3D building modelling from Lidar data, this topic still attracts a lot of attention in the literature. A key task of this problem is the automatic building roof segmentation. Due to the great diversity of building typology, and the noisiness and heterogeneity of point cloud data, the building roof segmentation result needs to be verified/rectified with some geometric constrains before it is used to generate the 3D building models. Otherwise, the generated building model may suffer from undesirable deformations. This paper suggests the generation of 3D building model from Lidar data in two steps. The first step is the automatic 2D building modelling and the second step is the automatic conversion of a 2D building model into 3D model. This approach allows the 2D building model to be refined before starting the 3D building model generation. Furthermore, this approach allows getting the 2D and 3D building models simultaneously. The first step of the proposed algorithm is the generation of the 2D building model. Then after enhancing and fitting the roof planes, the roof plane boundaries are converted into 3D by analysing the relationships between neighbouring planes. This is followed by the adjustment of the 3D roof vertices. Experiment indicated that the proposed algorithm is accurate and robust in generating 3D building models from Lidar data.
引用
收藏
页码:75 / 82
页数:8
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