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
收藏
页数:16
相关论文
共 50 条
  • [21] A Low-Complexity Bayesian Approach to Large-Scale Sparse Image Reconstruction with Structured Constraints
    Li, Shaoyang
    Tao, Xiaoming
    Lu, Jianhua
    2014 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2014), 2014, : 3115 - 3120
  • [22] Urban Rhapsody: Large-scale exploration of urban soundscapes
    Rulff, Joao
    Miranda, Fabio
    Hosseini, Maryam
    Lage, Marcos
    Cartwright, Mark
    Dove, Graham
    Bello, Juan
    Silva, Claudio T.
    COMPUTER GRAPHICS FORUM, 2022, 41 (03) : 209 - 221
  • [23] On Krylov methods for large-scale CBCT reconstruction
    Landman, Malena Sabate
    Biguri, Ander
    Hatamikia, Sepideh
    Boardman, Richard
    Aston, John
    Schonlieb, Carola-Bibiane
    PHYSICS IN MEDICINE AND BIOLOGY, 2023, 68 (15):
  • [24] Data Handling in Large-Scale Surface Reconstruction
    Wiemann, Thomas
    Mrozinski, Marcel
    Feldschnieders, Dominik
    Lingemann, Kai
    Hertzberg, Joachim
    INTELLIGENT AUTONOMOUS SYSTEMS 13, 2016, 302 : 499 - 511
  • [25] Stochastic biasing in the reconstruction of the large-scale structure
    Seto, N
    COSMIC FLOWS 1999: TOWARDS AN UNDERSTANDING OF LARGE-SCALE STRUCTURE, 2000, 201 : 364 - 367
  • [26] Theory and Approach of Large-Scale Computational Reconstruction
    Bian Liheng
    Li Daoyu
    Chang Xuyang
    Suo Jinli
    LASER & OPTOELECTRONICS PROGRESS, 2023, 60 (02)
  • [27] Large-Scale Clustering With Structured Optimal Bipartite Graph
    Zhang, Han
    Nie, Feiping
    Li, Xuelong
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 45 (08) : 9950 - 9963
  • [28] Large-scale evolution and extinction in a hierarchically structured environment
    Wilke, C
    Altmeyer, S
    Martinetz, T
    ARTIFICIAL LIFE VI, 1998, : 266 - 272
  • [29] DECENTRALIZED STABILIZATION OF LARGE-SCALE SYSTEMS WITH STRUCTURED UNCERTAINTIES
    HO, SJ
    HORNG, IR
    CHOU, JH
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1992, 23 (03) : 425 - 434
  • [30] The Simulation Technique for Large-Scale Tree Structured Interconnects
    Gorshkov, K.
    2016 2ND INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING, APPLICATIONS AND MANUFACTURING (ICIEAM), 2016,