DeepAI AI Chat
Log In Sign Up

Aesthetic Text Logo Synthesis via Content-aware Layout Inferring

by   Yizhi Wang, et al.
Peking University

Text logo design heavily relies on the creativity and expertise of professional designers, in which arranging element layouts is one of the most important procedures. However, few attention has been paid to this task which needs to take many factors (e.g., fonts, linguistics, topics, etc.) into consideration. In this paper, we propose a content-aware layout generation network which takes glyph images and their corresponding text as input and synthesizes aesthetic layouts for them automatically. Specifically, we develop a dual-discriminator module, including a sequence discriminator and an image discriminator, to evaluate both the character placing trajectories and rendered shapes of synthesized text logos, respectively. Furthermore, we fuse the information of linguistics from texts and visual semantics from glyphs to guide layout prediction, which both play important roles in professional layout design. To train and evaluate our approach, we construct a dataset named as TextLogo3K, consisting of about 3,500 text logo images and their pixel-level annotations. Experimental studies on this dataset demonstrate the effectiveness of our approach for synthesizing visually-pleasing text logos and verify its superiority against the state of the art.


page 4

page 5

page 6

page 8


Layout-Bridging Text-to-Image Synthesis

The crux of text-to-image synthesis stems from the difficulty of preserv...

Neural Design Network: Graphic Layout Generation with Constraints

Graphic design is essential for visual communication with layouts being ...

Geometry Aligned Variational Transformer for Image-conditioned Layout Generation

Layout generation is a novel task in computer vision, which combines the...

CPGAN: Full-Spectrum Content-Parsing Generative Adversarial Networks for Text-to-Image Synthesis

Typical methods for text-to-image synthesis seek to design effective gen...

XYLayoutLM: Towards Layout-Aware Multimodal Networks For Visually-Rich Document Understanding

Recently, various multimodal networks for Visually-Rich Document Underst...

The Layout Generation Algorithm of Graphic Design Based on Transformer-CVAE

Graphic design is ubiquitous in people's daily lives. For graphic design...

Way to Go! Automatic Optimization of Wayfinding Design

Wayfinding signs play an important role in guiding users to navigate in ...

Code Repositories


[CVPR 2022] Aesthetic Text Logo Synthesis via Content-aware Layout Inferring

view repo