QUALITY EVALUATION OF 3D CITY BUILDING MODELS WITH AUTOMATIC ERROR DIAGNOSIS

被引:4
|
作者
Michelin, Jean-Christophe [1 ,2 ]
Tierny, Julien [2 ]
Tupin, Florence [2 ]
Mallet, Clement [1 ]
Paparoditis, Nicolas [1 ]
机构
[1] Univ Paris Est, MATIS, IGN SR, F-94160 St Mande, France
[2] Telecom ParisTech, Inst Mines Telecom, LTCI, F-75634 Paris 13, France
来源
ISPRS2013-SSG | 2013年 / 40-7-W2卷
关键词
3D City Models; buildings; error evaluation; self-diagnosis; feature extraction; classification; VERIFICATION;
D O I
10.5194/isprsarchives-XL-7-W2-161-2013
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Automatic building modelling allows a cost effective access to 3D semantic information of cities. However, even state-of-the-art algorithms have intrinsic limits and many errors exist in 3D reconstructions, requiring expensive manual corrections. A new approach is proposed in this paper for the automatic diagnosis of 3D building databases in urban areas. A novel error taxonomy which allows a subsequent high-level diagnosis is first proposed. Then, relevant raster and vector features are extracted from very high resolution multi-view images and Digital Surface Models so as that to retrieve such errors. In a supervised way, a set of functions is presented in order to take high-level decisions from these low-level features. Experiments on 355 buildings in an European dense city center with 10 cm airborne images demonstrate the high accuracy on error detection and show promising results.
引用
收藏
页码:161 / 166
页数:6
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