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POSTA

A Go-to Framework
for Customized
Artistic Poster
Generation

Design Work
Design Work
Design Work
Design Work
Design Work
Design Work

POSTA
A Go-to Framework for
Customized Artistic Poster Generation

Haoyu Chen* Xiaojie Xu* Wenbo Li Jingjing Ren Tian Ye Songhua Liu Ying-Cong Chen Lei Zhu Xinchao Wang
CVPR 2025

Features

01

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.

02

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.

03

High Aesthetic Quality

By leveraging carefully curated, high-quality datasets, our system produces visually stunning designs that meet professional standards and exceed aesthetic expectations.

04

Systematic Workflow

Our process aligns with professional design practices, ensuring consistency and efficiency while maintaining the highest standards of quality throughout the creation process.

Datasets

PosterArt

A comprehensive collection of high-quality design assets for artistic poster generation

PosterArt-Design Dataset PosterArt-Design Dataset
01

PosterArt-Design

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

PosterArt-Design Sample
PosterArt-Text Dataset
02

PosterArt-Text

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

PosterArt-Text Sample

Method

POSTA Pipeline

Step 01

Background Generation

Background Diffusion models create sophisticated, contextually appropriate visual foundations through advanced AI algorithms.

Step 02

Design Planning

Design MLLM orchestrates layout and typography, ensuring balanced and impactful compositions through intelligent analysis.

Step 03

Artistic Text Stylization

ArtText Diffusion applies sophisticated artistic effects to text elements, creating cohesive visual narratives with precision.

AI Technology Illustration

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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Results

Showcase

01

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.

02

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.

Layer-based editing
Fine-tuned controls
Design Editability
Gallery

Poster Gallery

Poster 1
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Poster 5
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Poster 7
Poster 8
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Poster 20
Poster 21
Poster 22
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Poster 29
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Poster 36