Generative Layout Modeling using Constraint Graphs

ICCV

Wamiq Para, Paul Guerrero, Tom Kelly, Leonidas Guibas, and Peter Wonka


We propose a new generative model for layout generation. We generate layouts in three steps. First, we generate the layout elements as nodes in a layout graph. Second, we compute constraints between layout elements as edges in the layout graph. Third, we solve for the final layout using constrained optimization. For the first two steps, we build on recent transformer architectures. The layout optimization implements the constraints efficiently. We show three practical contributions compared to the state of the art: our work requires no user input, produces higher quality layouts, and enables many novel capabilities for conditional layout generation.

Papers

W. Para, P. Guerrero, T. Kelly, L. Guibas, and P. Wonka, Generative Layout Modeling using Constraint Graphs, Springer, 2021.
Bibtex | PDF
@misc{wrro177186,
booktitle = {ICCV 2021},
month = {August},
title = {Generative Layout Modeling using Constraint Graphs},
author = {W Para and P Guerrero and T Kelly and L Guibas and P Wonka},
publisher = {Springer},
year = {2021},
journal = {International Journal of Computer Vision},
url = {https://eprints.whiterose.ac.uk/177186/}
}

Authors from VCG

tom kelly

Partners

"KAUST"
"University College London"
"NVIDIA"