ML Anthology

Parameter-free/Pareto-Driven Procedural 3D Reconstruction of Buildings from Ground-Level Sequences

Loïc Simon, Olivier Teboul, Panagiotis Koutsourakis, Luc Van Gool, Nikos Paragios
CVPR 2012 pp. 518-525
doi:10.1109/CVPR.2012.6247716 /cvpr/2012/simon2012cvpr-parameter/

Abstract

In this paper we address multi-view reconstruction of urban environments using 3D shape grammars. Our formulation expresses the solution to the problem as a shape grammar parse tree where both the tree and the corresponding derivation parameters are unknown. Besides the grammar constraint, the solution is guided by an image support that is twofold. First, we seek for a derivation that induces optimal semantic partitions in the different views. Second, using structure-from-motion, noisy depth maps can be determined towards minimizing their distance from to the ones predicted by any potential solution. We show how the underlying data structure can be efficiently optimized using evolutionary algorithms with automatic parameter selection. To the best of our knowledge, it is the first time that the multi-view 3D procedural modeling problem is tackled. Promising results demonstrate the potentials of the method towards producing a compact representation of urban environments. © 2012 IEEE.

CVPR Semantic Scholar

Cite

Text

Simon et al. "Parameter-free/Pareto-Driven Procedural 3D Reconstruction of Buildings from Ground-Level Sequences." IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2012. doi:10.1109/CVPR.2012.6247716

Markdown

[Simon et al. "Parameter-free/Pareto-Driven Procedural 3D Reconstruction of Buildings from Ground-Level Sequences." IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2012.](https://mlanthology.org/cvpr/2012/simon2012cvpr-parameter/) doi:10.1109/CVPR.2012.6247716

BibTeX

@inproceedings{simon2012cvpr-parameter,
  title     = {{Parameter-free/Pareto-Driven Procedural 3D Reconstruction of Buildings from Ground-Level Sequences}},
  author    = {Simon, Loïc and Teboul, Olivier and Koutsourakis, Panagiotis and Van Gool, Luc and Paragios, Nikos},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year      = {2012},
  pages     = {518-525},
  doi       = {10.1109/CVPR.2012.6247716},
  url       = {https://mlanthology.org/cvpr/2012/simon2012cvpr-parameter/}
}