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    Generative Layout Modeling using Constraint Graphs

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    Preprintfile1.pdf
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    Type
    Preprint
    Authors
    Para, Wamiq
    Guerrero, Paul
    Kelly, Tom
    Guibas, Leonidas
    Wonka, Peter cc
    KAUST Department
    Computer Science Program
    Computer Science
    Computer, Electrical and Mathematical Sciences and Engineering (CEMSE) Division
    Visual Computing Center (VCC)
    Date
    2020-11-26
    Permanent link to this record
    http://hdl.handle.net/10754/666180
    
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    Abstract
    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.
    Publisher
    arXiv
    arXiv
    2011.13417
    Additional Links
    https://arxiv.org/pdf/2011.13417
    Collections
    Preprints; Computer Science Program; Visual Computing Center (VCC); Computer, Electrical and Mathematical Sciences and Engineering (CEMSE) Division

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