BigSUR

Author:

Kelly Tom1,Femiani John2,Wonka Peter3,Mitra Niloy J.1

Affiliation:

1. University College London

2. Miami University

3. KAUST

Abstract

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.

Funder

Salt River Project Agricultural Improvement and Power District Cooperative

KAUST Office of Sponsored Research

ERC

Publisher

Association for Computing Machinery (ACM)

Subject

Computer Graphics and Computer-Aided Design

Reference57 articles.

1. Lama Affara Liangliang Nan Bernard Ghanem and Peter Wonka. 2016. Large Scale Asset Extraction for Urban Images. ECCV (2016) 437--452. Lama Affara Liangliang Nan Bernard Ghanem and Peter Wonka. 2016. Large Scale Asset Extraction for Urban Images. ECCV (2016) 437--452.

2. Google Street View: Capturing the World at Street Level

3. Vijay Badrinarayanan Alex Kendall and Roberto Cipolla. 2017. SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation. IEEE TPAMI (2017). Vijay Badrinarayanan Alex Kendall and Roberto Cipolla. 2017. SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation. IEEE TPAMI (2017).

4. Weighted straight skeletons in the plane

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