Intelligent layout generation based on deep generative models: A comprehensive survey

Y Shi, M Shang, Z Qi - Information Fusion, 2023 - Elsevier
Layout generation, as a crucial stage in Artificial Intelligence-Generated Content (AIGC) task
information presentation generation, is a fascinating and significant research topic …

Layoutdiffusion: Improving graphic layout generation by discrete diffusion probabilistic models

J Zhang, J Guo, S Sun, JG Lou… - Proceedings of the …, 2023 - openaccess.thecvf.com
Creating graphic layouts is a fundamental step in graphic designs. In this work, we present a
novel generative model named LayoutDiffusion for automatic layout generation. As layout is …

Layoutprompter: Awaken the design ability of large language models

J Lin, J Guo, S Sun, Z Yang, JG Lou… - Advances in Neural …, 2024 - proceedings.neurips.cc
Conditional graphic layout generation, which automatically maps user constraints to high-
quality layouts, has attracted widespread attention today. Although recent works have …

Posterlayout: A new benchmark and approach for content-aware visual-textual presentation layout

HY Hsu, X He, Y Peng, H Kong… - Proceedings of the …, 2023 - openaccess.thecvf.com
Content-aware visual-textual presentation layout aims at arranging spatial space on the
given canvas for pre-defined elements, including text, logo, and underlay, which is a key to …

Play: Parametrically conditioned layout generation using latent diffusion

CY Cheng, F Huang, G Li, Y Li - arxiv preprint arxiv:2301.11529, 2023 - arxiv.org
Layout design is an important task in various design fields, including user interface,
document, and graphic design. As this task requires tedious manual effort by designers …

Unsupervised domain adaption with pixel-level discriminator for image-aware layout generation

C Xu, M Zhou, T Ge, Y Jiang… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Layout is essential for graphic design and poster generation. Recently, applying deep
learning models to generate layouts has attracted increasing attention. This paper focuses …

Autoposter: A highly automatic and content-aware design system for advertising poster generation

J Lin, M Zhou, Y Ma, Y Gao, C Fei, Y Chen… - Proceedings of the 31st …, 2023 - dl.acm.org
Advertising posters, a form of information presentation, combine visual and linguistic
modalities. Creating a poster involves multiple steps and necessitates design experience …

[PDF][PDF] Learn and Sample Together: Collaborative Generation for Graphic Design Layout.

H Weng, D Huang, T Zhang, CY Lin - IJCAI, 2023 - ijcai.org
In the process of graphic layout generation, user specifications including element attributes
and their relationships are commonly used to constrain the layouts (eg,“put the image above …

WebRPG: Automatic Web Rendering Parameters Generation for Visual Presentation

Z Shao, F Gao, H **ng, Z Zhu, Z Yu, J Bu… - … on Computer Vision, 2024 - Springer
In the era of content creation revolution propelled by advancements in generative models,
the field of web design remains unexplored despite its critical role in modern digital …

Textpainter: Multimodal text image generation with visual-harmony and text-comprehension for poster design

Y Gao, J Lin, M Zhou, C Liu, H **e, T Ge… - Proceedings of the 31st …, 2023 - dl.acm.org
Text design is one of the most critical procedures in poster design, as it relies heavily on the
creativity and expertise of humans to design text images considering the visual harmony and …