CreatiLayout

What is CreatiLayout?

CreatiLayout is an innovative layout-to-image generation technology that uses the Siamese Multimodal Diffusion Transformer to produce high-quality and finely controlled images. This technique can accurately render complex attributes such as colors, textures, shapes, quantities, and text, making it ideal for applications requiring precise layouts and image generation.

Key Benefits:

Efficient layout-guided integration

Strong image generation capabilities

Support for large-scale datasets

Developed jointly by Fudan University and ByteDance, CreatiLayout aims to advance image generation in creative design fields.

Target Users:

Designers

Creative professionals

Researchers

Developers

Use Cases:

Designers generate product promotional images with specific layouts.

Researchers explore new image generation methods and applications.

Creative professionals create artistic images with complex designs.

Features:

Supports complex layout-to-image generation

Uses twin-branch structure to handle image and layout interactions

Provides LayoutSAM dataset with 2.7 million image-text pairs and 10.7 million entities

Includes LayoutSAM-Eval benchmark tool for evaluating quality

Incorporates LayoutDesigner for layout planning using large language models

Supports various input forms like center points, masks, and sketches

Offers online demos and open-source code for easy use and research

Getting Started:

1. Visit the CreatiLayout website or GitHub page for code and datasets.

2. Download and install necessary dependencies and environment.

3. Configure the CreatiLayout model according to documentation and sample codes.

4. Prepare layout information and text descriptions as input data.

5. Run the model to generate images and adjust parameters to optimize results.

6. Use LayoutDesigner for layout planning and optimization.

7. Review generated images, assess quality, and apply as needed.