Attribute-Conditioned Layout GAN for Automatic Graphic Design

• Published in: IEEE transactions on visualization and computer graphics Vol. 27; no. 10; pp. 4039 - 4048
• Main Authors: Li, Jianan, Yang, Jimei, Zhang, Jianming, Liu, Chang, Wang, Christina, Xu, Tingfa
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.10.2021; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Aspect ratio; attribute; Complexity; Design; Design optimization; Gallium nitride; Generative adversarial networks; Generators; Graphic design; Layout; Layouts; Optimization; Task analysis

Modeling layout is an important first step for graphic design. Recently, methods for generating graphic layouts have progressed, particularly with Generative Adversarial Networks (GANs). However, the problem of specifying the locations and sizes of design elements usually involves constraints with r...