LiDAR数据中建筑物提取的新方法—Fc-S法Fc-S method for extracting buildings from LIDAR data
任自珍,岑敏仪,张同刚,周国清
摘要(Abstract):
激光雷达技术(LiDAR)已广泛应用于数字高程模型(DEM)的快速获取和三维城市模型的建立中,但仍有许多不足之处,需要做更深入的研究。本文介绍了一种新的建筑物提取方法,称之为Fc-S法。该方法首先利用等高线特征进行滤波,从LIDAR数据内插的数字表面模型(DSM)中提取出DEM,利用DSM与DEM的高差阈值和DSM边缘特征参数去掉地面点和汽车等矮小物体,获得主要包含植被和建筑物的地物点群,然后对地物点群进行分割,利用二次梯度和面积等参数去掉植被点,并采用迭代逼近的方法精化建筑物。文章通过实验对所提方法进行验证,并借助高分辨率的航空影像对建筑物提取结果进行评估,评估结果表明该方法能够在地形起伏的区域中较准确地提取出建筑物。
关键词(KeyWords): 激光雷达;建筑物提取;滤波;分割;数字高程模型
基金项目(Foundation):
作者(Author): 任自珍,岑敏仪,张同刚,周国清
DOI: 10.16251/j.cnki.1009-2307.2010.06.055
参考文献(References):
- [1]Weidner U.An Approach To Building Extraction From Digital Surface Models[C]//Internatioanal Archives of Photogrammetry and Remote Sensing.Vienna.1996,31(B3):924-929.
- [2]Mayer H,Automatic object extraction from aerial image-ry:a survey focusing on buildings[J].Computer Vi-sion and Image Understanding,1999,74(2).
- [3]Gamba P,Houshmand B,Digital Surface Models and Building Extraction:A Comparison of IFSAR and LIDAR Data[J].IEEE Transactions on Geoscience and Re-mote Sensing,2000,38(4):.
- [4]Maas H-G.Two algorithms for extracting building models from raw laser altimetry data[C]//ISPRS Journal of Photogrammetry&Remote Sensing.1999.54(2/3):153-163.
- [5]Brunn A,Weidner U.Extracting Buildings From Digital Surface Models[C]//Internatioanal Archives of Photo-grammetry and Remote Sensing.1997,32.
- [6]Rottensteiner F,Trinder J,Clode S.Data Acquisition for3D City Models from LIDAR:Extracting Buildings and Roads[C]//Proceedings of the25th IEEE Interna-tional Geoscience And Remote Sensing Symposium.Se-oul(South Korea).2005:521-524.
- [7]刘经南,张小红.利用激光强度信息分类激光扫描测高数据[J].武汉大学学报(信息科学版),2005,30(3).
- [8]Rottensteiner F,et al.Building Dectection Using LIDAR Data and Multispectral Images[C]//Digital Image Computing:Techniques and Applications.Macquarie U-niversity,S·ney,Australia.2003,(2):673-682.
- [9]Rottensteiner F,Jansa J.Automatic Extraction of Build-ings From LIDAR Data and Aerial Images[C]//in In-ternatioanal Archives of Photogrammetry and Remote Sensing.Ottawa2002,34(4).
- [10]Sohn G,Dowman I,Data fusion of high-resolution sat-ellite imagery and LiDAR data for automatic building ex-traction[J].International Journal of Photogrammetry and Remote Sensing,2007,62(1):43-63.
- [11]Kilian,Haala,Englich.Capture and evaluation of air-borne laser scanner data[C]//International Archives of Photogrammetry and Remote Sensing.Vienna.1996.31(B3):383-388.
- [12]Lohmann P,Koch A,Schaeffer M.Approaches to the Filtering of Laser Scanner Data[C]//International Archives of Photogrammetry and Remote Sensing.Am-sterdam.2000,33:540-547.
- [13]梁欣廉,张继闲,李海涛.一种应用于城市区域的自适应形态学滤波方法[J].遥感学报,2007.11(2).
- [14]Masaharu,Ohtsubo.A Filtering Method of Airborne Laser Scanner Data for Complex Terrain[C]//Inter-national Archives of Photogrammetry and Remote Sens-ing.Herold.2002,34(3B):165-169.
- [15]Akel,Zilbeistein,Doytsher.Automatic DEM Extraction from Dense Raw LIDAR Data in Urban Areas[C]//Proceeding of FIG working week.Paris,France.2003.
- [16]张小红.机载激光扫描测高数据滤波及地物提取[D].武汉:武汉大学,2002.
- [17]隋立春.基于数字图像处理的方法对激光雷达数据进行分析[J].测绘学报,2007,(36).