Layoutprompter: awaken the design ability of large language models

J Lin, J Guo, S Sun, Z Yang, JG Lou… - Advances in Neural …, 2023 - 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 …

Graphic design with large multimodal model

Y Cheng, Z Zhang, M Yang, H Nie, C Li, X Wu… - arxiv preprint arxiv …, 2024 - arxiv.org
In the field of graphic design, automating the integration of design elements into a cohesive
multi-layered artwork not only boosts productivity but also paves the way for the …

Posterllava: Constructing a unified multi-modal layout generator with llm

T Yang, Y Luo, Z Qi, Y Wu, Y Shan… - arxiv preprint arxiv …, 2024 - arxiv.org
Layout generation is the keystone in achieving automated graphic design, requiring
arranging the position and size of various multi-modal design elements in a visually …

Element-conditioned GAN for graphic layout generation

L Chen, Q **g, Y Zhou, Z Li, L Shi, L Sun - Neurocomputing, 2024 - Elsevier
Layout guides the position and scale of design elements for desirable aesthetics and
effective demonstration. Recently, Generative Adversarial Networks (GANs) have proved …

Layoutdetr: detection transformer is a good multimodal layout designer

N Yu, CC Chen, Z Chen, R Meng, G Wu, P Josel… - … on Computer Vision, 2024 - Springer
Graphic layout designs play an essential role in visual communication. Yet handcrafting
layout designs is skill-demanding, time-consuming, and non-scalable to batch production …

Smaller But Better: Unifying Layout Generation with Smaller Large Language Models

P Zhang, J Zhang, J Cao, H Li, L ** - International Journal of Computer …, 2025 - Springer
We propose LGGPT, an LLM-based model tailored for unified layout generation. First, we
propose Arbitrary Layout Instruction (ALI) and Universal Layout Response (ULR) as the …

GLDesigner: Leveraging Multi-Modal LLMs as Designer for Enhanced Aesthetic Text Glyph Layouts

J He, Y Wang, L Wang, H Lu, JY He, C Li… - arxiv preprint arxiv …, 2024 - arxiv.org
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 …

Multimodal Markup Document Models for Graphic Design Completion

K Kikuchi, N Inoue, M Otani, E Simo-Serra… - arxiv preprint arxiv …, 2024 - arxiv.org
This paper presents multimodal markup document models (MarkupDM) that can generate
both markup language and images within interleaved multimodal documents. Unlike …

Revision Matters: Generative Design Guided by Revision Edits

T Li, CY Cheng, A **e, G Li, Y Li - arxiv preprint arxiv:2406.18559, 2024 - arxiv.org
Layout design, such as user interface or graphical layout in general, is fundamentally an
iterative revision process. Through revising a design repeatedly, the designer converges on …