A collection of Awesome workflows for creative design

Layouts

2025

Agent

• PosterCopilot: Toward Layout Reasoning and Controllable Editing for Professional Graphic Design. 2025. Code
• PosterGen: Aesthetic-Aware Paper-to-Poster Generation via Multi-Agent LLMs, 2025. Code
• BannerAgency: Advertising Banner Design with Multimodal LLM Agents, EMNLP 2025. Code

General (Single Pass VLM)

• PosterLLaVa: Constructing a Unified Multi-modal Layout Generator with LLM [Paper] [Code]
• PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation, CVPR2025. Code
• Smaller But Better: Unifying Layout Generation with Smaller Large Language Models, IJCV 2025. Code
• CreatiPoster: Towards Editable and Controllable Multi-Layer Graphic Design Generation, 2025. Code
• LTSim: Layout Transportation-based Similarity Measure for Evaluating Layout Generation [Paper] [Code]
• CGB-DM: Content and Graphic Balance Layout Generation with Transformer-based Diffusion Model [Paper]
• Automatic Layout Planning for Visually-Rich Documents with Instruction-Following Models [Paper]
• Graphic Design with Large Multimodal Model [Paper]
• Reason out Your Layout: Evoking the Layout Master from Large Language Models for Text-to-Image Synthesis [Paper]
• COLE: A Hierarchical Generation Framework for Graphic Design [Paper]
• UniLayout: Taming Unified Sequence-to-Sequence Transformers for Graphic Layout Generation [Paper]

2024

• RALF: Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation, CVPR 2024.Code
• LayoutFlow: Flow Matching for Layout Generation (ECCV 2024) [Paper] [Code]
• PosterLlama: Bridging Design Ability of Langauge Model to Contents-Aware Layout Generation (ECCV 2024) [Paper] [Code]
• Layout-Corrector: Alleviating Layout Sticking Phenomenon in Discrete Diffusion Model (ECCV 2024) [Paper] [Code]
• Dolfin: Diffusion Layout Transformers without Autoencoder (ECCV 2024) [Paper]
• LayoutDETR: Detection Transformer Is a Good Multimodal Layout Designer (ECCV 2024) [Paper] [Code]
• SciPostLayout: A Dataset for Layout Analysis and Layout Generation of Scientific Posters (BMVC 2024) [Paper] [Dataset] [Code]
• OpenCOLE: Towards Reproducible Automatic Graphic Design Generation (CVPRW 2024) [Paper] [Code]
• Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation (CVPR 2024) [Paper] [Code]
• Desigen: A Pipeline for Controllable Design Template Generation (CVPR 2024) [Paper] [Code]
• Visual Layout Composer: Image-Vector Dual Diffusion Model for Design Layout Generation (CVPR 2024) [Paper]
• LayoutNUWA: Revealing the Hidden Layout Expertise of Large Language Models (ICLR 2024) [Paper] [Code]
• Towards Aligned Layout Generation via Diffusion Model with Aesthetic Constraints (ICLR 2024) [Paper]
• Spot the Error: Non-autoregressive Graphic Layout Generation with Wireframe Locator (AAAI 2024) [Paper] [Code]

References

• https://github.com/wd1511/Awesome-Layout-Generation