






POSTA
A Go-to Framework
for Customized
Artistic Poster
Generation






POSTA
A Go-to Framework for
Customized Artistic Poster
Generation
Features
Accurate Text Generation
Our system directly renders text instead of relying on AI-generated content, ensuring precise typography and layout control for optimal readability and design integrity.
Control over Design Elements
Each design element exists on a separate layer, providing unprecedented control over composition, allowing for precise adjustments and refinements to achieve the perfect balance.
High Aesthetic Quality
By leveraging carefully curated, high-quality datasets, our system produces visually stunning designs that meet professional standards and exceed aesthetic expectations.
Systematic Workflow
Our process aligns with professional design practices, ensuring consistency and efficiency while maintaining the highest standards of quality throughout the creation process.
PosterArt
A comprehensive collection of high-quality design assets for artistic poster generation


PosterArt-Design
Professional backgrounds with additional aesthetically pleasing layouts and typography information, crafted by professional designers.


PosterArt-Text
Segmentation and corresponding descriptions of text elements with diverse artistic styles.

Method
POSTA Pipeline
Background Generation
Background Diffusion models create sophisticated, contextually appropriate visual foundations through advanced AI algorithms.
Design Planning
Design MLLM orchestrates layout and typography, ensuring balanced and impactful compositions through intelligent analysis.
Artistic Text Stylization
ArtText Diffusion applies sophisticated artistic effects to text elements, creating cohesive visual narratives with precision.

Our POSTA pipeline consists of three steps: background generation, design planning, and artistic text stylization. Background Diffusion and ArtText Diffusion are employed to generate backgrounds and text with artistic effects, while the Design MLLM predicts layout and typography information. The GPT-4V-powered Magic Prompter is used to refine prompts based on user descriptions or back- ground images, optimizing input for the diffusion models.
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Artistic Texts
Our system generates sophisticated artistic text effects that seamlessly integrate with the overall design. Each character is carefully crafted to maintain readability while achieving stunning visual impact.




































Complete Editability
Every element in your design remains fully editable, giving you unprecedented control over the final output. Adjust, refine, and perfect your design with professional-grade tools.

Poster Gallery



































