Joint analysis of SAR, LIDAR and aerial imagery for simultaneous extraction of land cover, DTM and 3D shape of buildings

被引:43
作者
Gamba, P
Houshmand, B
机构
[1] Univ Pavia, Dept Elect, I-27100 Pavia, Italy
[2] CALTECH, Jet Prop Lab, Pasadena, CA 91109 USA
关键词
D O I
10.1080/01431160110114952
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
What information maybe extracted over urban area by means of joint analysis of two-dimensional (2D) and three-dimensional (3D) remote sensing data? We exploit aerial, Synthetic Aperture Radar (SAR) and Laser Induced Detection and Ranging (LIDAR) data to characterize precisely the Presidio area in San Francisco. We discriminate between different objects in the scene using their 2D and 3D characteristics. The final product of the analysis is a set of raster or vector information layers providing land covers, 3D building shapes and Digital Terrain Models (DTMs) of the Presidio. This paper investigates the relative merits of the collected data in retrieving each of these information layers, and examines how automatic algorithms to extract land cover, Digital Terrain Model (DTM) and 3D building shape could be integrated in a processing chain.
引用
收藏
页码:4439 / 4450
页数:12
相关论文
共 20 条
[1]   Hierarchical Bayesian nets for building extraction using dense digital surface models [J].
Brunn, A ;
Weidner, U .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 1998, 53 (05) :296-307
[2]   Fusion of airborne polarimetric and interferometric SAR for classification of coastal environments [J].
Crawford, MM ;
Kumar, S ;
Ricard, MR ;
Gibeaut, JC ;
Neuenschwander, A .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1999, 37 (03) :1306-1315
[3]   Robust clustering methods: A unified view [J].
Dave, RN ;
Krishnapuram, R .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1997, 5 (02) :270-293
[4]  
EHRLICH D, 1999, P IGARSS 99 28 JUN 0, V5, P2705
[5]   Detection and extraction of buildings from interferometric SAR data [J].
Gamba, P ;
Houshmand, B ;
Saccani, M .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2000, 38 (01) :611-618
[6]  
Gamba P, 1998, PHOTOGRAMM ENG REM S, V64, P987
[7]  
GAMBA P, 1998, P IGARSS 98 06 10 JU, V1, P351
[8]  
GAMBA P, 1999, P IGARSS 99 28 JUN 0, V5, P2401
[9]   TOBAGO - a semi-automated approach for the generation of 3-D building models [J].
Gruen, A .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 1998, 53 (02) :108-118
[10]   CC-Modeler: a topology generator for 3-D city models [J].
Gruen, A ;
Wang, XH .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 1998, 53 (05) :286-295