Blt: Bidirectional layout transformer for controllable layout generation

X Kong, L Jiang, H Chang, H Zhang, Y Hao… - … on Computer Vision, 2022 - Springer
Creating visual layouts is a critical step in graphic design. Automatic generation of such
layouts is essential for scalable and diverse visual designs. To advance conditional layout …

Unsupervised graphic layout grouping with transformers

J Zhu, D Huang, C Wang, M Cheng… - Proceedings of the …, 2024 - openaccess.thecvf.com
Graphic design conveys messages through the combination of text, images and other visual
elements. Unstructured designs such as overloaded social media graphics may fail to …

Demystifying tacit knowledge in graphic design: Characteristics, instances, approaches, and guidelines

K Son, DE Choi, TS Kim, J Kim - Proceedings of the CHI Conference on …, 2024 - dl.acm.org
Despite the growing demand for professional graphic design knowledge, the tacit nature of
design inhibits knowledge sharing. However, there is a limited understanding on the …

A survey for graphic design intelligence

D Huang, J Guo, S Sun, H Tian, J Lin, Z Hu… - arXiv preprint arXiv …, 2023 - arxiv.org
Graphic design is an effective language for visual communication. Using complex
composition of visual elements (eg, shape, color, font) guided by design principles and …

Spot the error: Non-autoregressive graphic layout generation with wireframe locator

J Lin, D Huang, T Zhao, D Zhan, CY Lin - Proceedings of the AAAI …, 2024 - ojs.aaai.org
Layout generation is a critical step in graphic design to achieve meaningful compositions of
elements. Most previous works view it as a sequence generation problem by concatenating …

Desigen: A Pipeline for Controllable Design Template Generation

H Weng, D Huang, Y Qiao, Z Hu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Templates serve as a good starting point to implement a design (eg banner slide) but it takes
great effort from designers to manually create. In this paper we present Desigen an …

Reverse-engineering information presentations: Recovering hierarchical grouping from layouts of visual elements

D Shi, W Cui, D Huang, H Zhang, N Cao - Visual Intelligence, 2023 - Springer
Visual elements in an information presentation are often spatially and semantically grouped
hierarchically for effective message delivery. Studying the hierarchical grouping information …

Evaluation Metrics for Automated Typographic Poster Generation

SM Rebelo, JJ Merelo, J Bicker, P Machado - International Conference on …, 2024 - Springer
Computational Design approaches facilitate the generation of typographic design, but
evaluating these designs remains a challenging task. In this paper, we propose a set of …

Exploring heterogeneous feature representation for document layout understanding

G Feng, D Huang, CY Lin, D Dakic… - 2022 IEEE 34th …, 2022 - ieeexplore.ieee.org
There are increasing interests in document layout representation learning and
understanding. Transformer, with its great power, has become the mainstream model …

LayoutFlow: Flow Matching for Layout Generation

JJA Guerreiro, N Inoue, K Masui, M Otani… - arXiv preprint arXiv …, 2024 - arxiv.org
Finding a suitable layout represents a crucial task for diverse applications in graphic design.
Motivated by simpler and smoother sampling trajectories, we explore the use of Flow …