Textdiffuser-2: Unleashing the power of language models for text rendering

J Chen, Y Huang, T Lv, L Cui, Q Chen, F Wei - European Conference on …, 2024 - Springer
The diffusion model has been proven a powerful generative model in recent years, yet it
remains a challenge in generating visual text. Although existing work has endeavored to …

Dolfin: Diffusion layout transformers without autoencoder

Y Wang, Z Chen, L Zhong, Z Ding, Z Tu - European Conference on …, 2024 - Springer
In this paper, we introduce a new generative model, Diffusion Layout Transformers without
Autoencoder (Dolfin), that attains significantly improved modeling capability and …

SceneMotifCoder: Example-driven visual program learning for generating 3D object arrangements

HII Tam, HID Pun, AT Wang, AX Chang… - arxiv preprint arxiv …, 2024 - arxiv.org
Despite advances in text-to-3D generation methods, generation of multi-object
arrangements remains challenging. Current methods exhibit failures in generating …

LayoutFlow: flow matching for layout generation

JJA Guerreiro, N Inoue, K Masui, M Otani… - … on Computer Vision, 2024 - Springer
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 …

SciPostLayout: A Dataset for Layout Analysis and Layout Generation of Scientific Posters

H Wang, S Tanaka, Y Ushiku - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Scientific posters are used to present the contributions of scientific papers effectively in a
graphical format. However creating a well-designed poster that efficiently summarizes the …

Harnessing large language models' zero-shot and few-shot learning capabilities for regulatory research

H Meshkin, J Zirkle, G Arabidarrehdor… - Briefings in …, 2024 - academic.oup.com
Large language models (LLMs) are sophisticated AI-driven models trained on vast sources
of natural language data. They are adept at generating responses that closely mimic human …

Glyphdraw2: Automatic generation of complex glyph posters with diffusion models and large language models

J Ma, Y Deng, C Chen, H Lu, Z Yang - arxiv preprint arxiv:2407.02252, 2024 - arxiv.org
Posters play a crucial role in marketing and advertising by enhancing visual communication
and brand visibility, making significant contributions to industrial design. With the latest …

PosterLlama: Bridging Design Ability of Language Model to Content-Aware Layout Generation

J Seol, S Kim, J Yoo - European Conference on Computer Vision, 2024 - Springer
Visual layout plays a critical role in graphic design fields such as advertising, posters, and
web UI design. The recent trend toward content-aware layout generation through generative …

LTSim: Layout Transportation-based Similarity Measure for Evaluating Layout Generation

M Otani, N Inoue, K Kikuchi, R Togashi - arxiv preprint arxiv:2407.12356, 2024 - arxiv.org
We introduce a layout similarity measure designed to evaluate the results of layout
generation. While several similarity measures have been proposed in prior research, there …

UICrit: Enhancing Automated Design Evaluation with a UI Critique Dataset

P Duan, CY Cheng, G Li, B Hartmann, Y Li - Proceedings of the 37th …, 2024 - dl.acm.org
Automated UI evaluation can be beneficial for the design process; for example, to compare
different UI designs, or conduct automated heuristic evaluation. LLM-based UI evaluation, in …