三维激光点云中建筑物立面边界特征提取方法Boundary feature extraction method of building facade in 3D laser point cloud
费鲜芸;戴哲;刘如飞;
摘要(Abstract):
提取建筑立面中窗户等非墙面元素的边界特征是利用点云数据进行建筑物精细化建模的难点。针对该问题,提出一种基于模板匹配的建筑物激光点云立面几何特征提取方法。首先采用RANSAC算法粗分割建筑物立面,通过双向DBSCAN算法提取墙面点云,并依据墙面点云提取墙面边界和分离窗户点云;其次,对窗户点云进行欧式聚类和矩形拟合分类;然后对窗户的特征凸包点内插获得窗户边界模板点云;最后利用模板匹配方法获取完整的建筑物立面窗户点云边界,并获得整体建筑物立面边界点云数据。实验结果表明,该方法可以精确提取建筑物墙面点云边界,补全部分边界缺失的窗户轮廓边界点云,满足建筑物精细化建模的需求。
关键词(KeyWords): 点云;建筑物立面;随机抽样一致性;模板匹配;边界提取
基金项目(Foundation): 国家自然科学基金项目(42001414);; 山东省自然科学基金项目(ZR2019BD033);; 2020年江苏省研究生科研与实践创新计划项目(SJCX20_1250);; 山东省重点研发计划(重大科技创新工程)项目(2019JZZY010429)
作者(Authors): 费鲜芸;戴哲;刘如飞;
DOI: 10.16452/j.cnki.sdkjzk.2022.02.003
参考文献(References):
- [1]靳鑫洋,王素元,聂建亮,等.一种基于Delaunay三角网边长阈值与激光点云的建筑立面结构提取方法[J].地理与地理信息科学,2019,35(5):80-84.JIN Xinyang,WANG Suyuan,NIE Jianliang,et al.Building facade structure extraction based on the threshold of lengths of Delaunay triangulation′s sides and laser point cloud[J].Geography and Geo-Information Science,2019,35(5):80-84.
- [2]GUO B,LI Q Q,HUANG X F,et al.An improved method for power-line reconstruction from point cloud data[J/OL].Remote Sensing,2016,8(1):36.DOI:10.3390/rs8010036.
- [3]OCHMANN S,VOCK R,WESSEL R,et al.Automatic reconstruction of parametric building models from indoor point clouds[J].Computers & Graphics,2016,54:94-103.
- [4]杜建丽,陈动,张振鑫,等.建筑点云几何模型重建方法研究进展[J].遥感学报,2019,23(3):374-391.DU Jianli,CHEN Dong,ZHANG Zhenxin,et al.Research progress of building reconstruction via airborne point clouds[J].Journal of Remote Sensing,2019,23(3):374-391.
- [5]杜秋,郭广礼.三维激光扫描点云边界提取研究[J].金属矿山,2017(10):67-71.DU Qiu,GUO Guangli.Research on boundary extraction of 3D laser scanning point cloud[J].Metal Mine,2017(10):67-71.
- [6]刘迎,王朝阳,高楠,等.特征提取的点云自适应精简[J].光学精密工程,2017,25(1):245-254.LIU Ying,WANG Chaoyang,GAO Nan,et al.Point cloud adaptive simplification of feature extraction[J].Optics and Precision Engineering,2017,25(1):245-254.
- [7]蒋陈纯,刘科,舒敏.点云边界快速精确提取算法[J].光电子·激光,2020,31(5):531-538.JIANG Chenchun,LIU Ke,SHU Min.Algorithm for fast and accurate boundary points extraction[J].Journal of Optoelectronics Laser,2020,31(5):531-538
- [8]王果,刘绍堂,陈超,等.基于激光点云的建筑物立面轮廓提取[J].激光与光电子学进展,2019,56(18):112-118.WANG Guo,LIU Shaotang,CHEN Chao,et al.Boundary extraction of building facade based on laser point clouds[J].Laser & Optoelectronics Progress,2019,56(18):112-118.
- [9]朱军桃,王雷,赵苗兴,等.基于机载LiDAR数据的建筑物屋顶边界提取[J].桂林理工大学学报,2019,39(4):879-885.ZHU Juntao,WANG Lei,ZHAO Miaoxing,et al.Building roof boundary extraction based on airborne LiDAR data[J].Journal of Guilin University of Technology,2019,39(4):879-885.
- [10]SANTOS R C D,GALO M,CARRILHO A C.Extraction of building roof boundaries from LiDAR data using an adaptive alpha-shape algorithm[J].IEEE Geoscience and Remote Sensing Letters,2019,16(8):1289-1293.
- [11]ZHAO Z Z,DUAN Y S,ZHANG Y J,et al.Extracting buildings from and regularizing boundaries in airborne LiDAR data using connected operators[J].International Journal of Remote Sensing,2016,37(3/4):889-912.
- [12]李金涛,程效军.建筑物立面点云直线段特征提取方法[J].中国激光,2019,46(11):287-298.LI Jintao,CHENG Xiaojun.Straight-line-segment feature-extraction method for building-facade point-cloud data[J].Chinese Journal of Lasers,2019,46(11):287-298.
- [13]EWA C,RYP B,RCL A.Building outline extraction from ALS point clouds using medial axis transform descriptors-Science Direct[J/OL].Pattern Recognition,2020,106.DOI:10.1016/j.patcog.2020.107447.
- [14]张文武,李光太,徐全鹏,等.车载激光点云中道路路灯提取方法[J].山东科技大学学报(自然科学版),2019,38(1):58-67.ZHANG Wenwu,LI Guangtai,XU Quanpeng,et al.Road streetlamp extraction method in mobile laser scanning point cloud[J].Journal of Shandong University of Science and Technology(Natural Science),2019,38(1):58-67.
- [15]杨清科,李永强,刘聪,等.基于动态椭圆的LiDAR数据窗户边界提取研究[J].地理与地理信息科学,2019,35(2):61-67.YANG Qingke,LI Yongqiang,LIU Cong,et al.Study on window boundary extraction method of introducing dynamic ellipse based on vehicle LiDAR [J].Geography and Geographic Information Science,2019,35(2):61-67
- [16]邹纪伟,刘德儿,杨鹏,等.建筑立面点云对偶深度图像中窗户提取方法[J].激光与红外,2020,50(7):875-881.ZOU Jiwei,LIU De'er,YANG Peng,et al.Window extraction method in dual depth image of point cloud of building facade[J].Laser and infrared,2020,50(7):875-881
- [17]孙颖,张新长,罗国玮.从机载激光雷达点云提取建筑物屋顶边界的活动轮廓模型改进方法[J].测绘学报,2014,43(6):620-625.SUN Ying,ZHANG Xinchang,LUO Guowei.Improved active contour model for building roof boundary extraction from LiDAR point cloud[J].Journal of Surveying and Mapping,2014,43(6):620-625.