BigSUR: Large-scale Structured Urban Reconstruction

被引:61
作者
Kelly, Tom [1 ]
Femiani, John [2 ]
Wonka, Peter [3 ]
Mitra, Niloy J. [1 ]
机构
[1] UCL, London, England
[2] Miami Univ, Oxford, OH 45056 USA
[3] KAUST, Thuwal, Saudi Arabia
来源
ACM TRANSACTIONS ON GRAPHICS | 2017年 / 36卷 / 06期
关键词
urban modeling; structure; reconstruction; facade parsing and element classification; procedural modeling; DECOMPOSITION;
D O I
10.1145/3130800.3130823
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The creation of high-quality semantically parsed 3D models for dense metropolitan areas is a fundamental urban modeling problem. Although recent advances in acquisition techniques and processing algorithms have resulted in large-scale imagery or 3D polygonal reconstructions, such data-sources are typically noisy, and incomplete, with no semantic structure. In this paper, we present an automatic data fusion technique that produces high-quality structured models of city blocks. From coarse polygonal meshes, street-level imagery, and GIS footprints, we formulate a binary integer program that globally balances sources of error to produce semantically parsed mass models with associated facade elements. We demonstrate our system on four city regions of varying complexity; our examples typically contain densely built urban blocks spanning hundreds of buildings. In our largest example, we produce a structured model of 37 city blocks spanning a total of 1,011 buildings at a scale and quality previously impossible to achieve automatically.
引用
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页数:16
相关论文
共 59 条
[1]   Large Scale Asset Extraction for Urban Images [J].
Affara, Lama ;
Nan, Liangliang ;
Ghanem, Bernard ;
Wonka, Peter .
COMPUTER VISION - ECCV 2016, PT III, 2016, 9907 :437-452
[2]   GOOGLE STREET VIEW: CAPTURING THE WORLD AT STREET LEVEL [J].
Anguelov, Dragomir ;
Dulong, Carole ;
Filip, Daniel ;
Frueh, Christian ;
Lafon, Stephane ;
Lyon, Richard ;
Ogale, Abhijit ;
Vincent, Luc ;
Weaver, Josh .
COMPUTER, 2010, 43 (06) :32-38
[3]  
[Anonymous], 2017, IEEE TPAMI
[4]  
[Anonymous], BUILDINGS OPENSTREET
[5]  
[Anonymous], ACM TOG
[6]  
[Anonymous], 2012, Technical Report,
[7]  
[Anonymous], 2016, GUROBI OPTIMIZER REF
[8]  
[Anonymous], CGF
[9]  
[Anonymous], 2013, ACM Trans. Graph., DOI DOI 10.1145/2487228.2487237
[10]  
[Anonymous], ECCV