An automatic building reconstruction method: A structural approach using high resolution satellite images

被引:10
作者
Lafarge, Florent [1 ,2 ]
Descombes, Xavier [1 ]
Zerubia, Josiane [1 ]
Pierrot-Deseilligny, Marc [2 ]
机构
[1] INRIA I3S, Ariana Res Grp, 2004,Routes Lucioles,BP93, F-06902 Sophia Antipolis, France
[2] Inst Geograph Natl, F-94165 Saint Mande, France
来源
2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS | 2006年
关键词
3D reconstruction; building; digital elevation model; structural approach; RJMCMC;
D O I
10.1109/ICIP.2006.312541
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present an automatic 3D city model of dense urban areas from HR satellite data. The proposed method is developed using a structural approach: we construct complex buildings by merging simple parametric models with rectangular ground footprint. To do so, an automatic building extraction method based on marked point processes is used to provide rectangular building footprints. A collection of 3D parametric models is defined in order to be fixed onto these building footprints. A Bayesian framework including both prior knowledge of models and their interactions, and a likelihood fitting them to the Digital Elevation Model, is then used. A simulated annealing scheme allows to find the configuration which maximizes the posterior density of the Bayesian expression.
引用
收藏
页码:1205 / +
页数:2
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