---
language:
- zh
- en
tags:
- text-to-image
- poster-generation
- layout-generation
- typography
- diffusion
license: cc-by-nc-nd-4.0
datasets:
- PosterVerse/PosterDNA
---

# 🎨 PosterVerse

**[AAAI 2026 Oral] PosterVerse: A Full-Workflow Framework for Commercial-Grade Poster Generation with HTML-Based Scalable Typography**

Official Hugging Face release of PosterVerse models and dataset.

---

## 🌟 Highlights

- We propose **PosterVerse**, a full-workflow framework integrating:
  - Blueprint Creation  
  - Graphical Background Generation  
  - Unified Layout-text Rendering  

  enabling commercial-grade poster generation with sophisticated layouts and text-rich design.

- We introduce **PosterDNA**, the first commercial-grade, text-dense poster dataset with **fine-grained HTML-based specifications**, supporting modular training and evaluation.

- PosterVerse supports **end-to-end poster generation from text prompts**.

- The framework produces **visually appealing, layout-consistent, and text-accurate posters** suitable for real-world commercial design scenarios.

---

## 🧠 Model Zoo

The PosterVerse pipeline consists of multiple stages:

### 1. Blueprint Creation
- Repo: `PosterVerse/Blueprint_Creation`

### 2. Unified Layout-Text Rendering
- Repo: `PosterVerse/Unified_Layout-Text_Rendering`

### 3. Graphical Background Generation
- Repo: `PosterVerse/lora_model`


---

## 📦 Dataset

### PosterDNA
- File: `PosterVerse/posterdna.zip`

PosterDNA is a **commercial-grade poster dataset** with:
- Text-dense layouts  
- Fine-grained HTML annotations  
- High-quality design samples  

⚠️ **Note:**
- The PosterDNA dataset can only be used for non-commercial research purposes. For scholar or organization who wants to use the PosterDNA dataset, you can apply through either of the following two options:

  **Option A: Apply Online**
  Submit your application through our online platform: 👉 [Apply Here](http://121.41.49.212:9000/)

  **Option B: Apply via Email**
  Please first fill in this [Application Form](./application-form/Application-Form-for-Using-PosterDNA.docx) and sign the [Legal Commitment](./application-form/Legal-Commitment.docx) and email them to us ([eelwjin@scut.edu.cn](mailto:eelwjin@scut.edu.cn)). When submitting the application form to us, please list or attached 1-2 of your publications in the recent 6 years to indicate that you (or your team) do research in the related research fields of poster generation, layout design, font generation, and so on.

- We will give you the decompression password after your application has been received and approved.
- All users must follow all use conditions; otherwise, the authorization will be revoked.

---

## ✒️Citation
If you find PosterVerse helpful, please consider giving this repo a ❤ and citing:
```latex
@inproceedings{Liu2026posterverse,
      title={PosterVerse: A Full-Workflow Framework for Commercial-Grade Poster Generation with HTML-Based Scalable Typography}, 
      author={Junle Liu, Peirong Zhang, Yuyi Zhang, Pengyu Yan, Hui Zhou, Xinyue Zhou, Fengjun Guo, Lianwen Jin},
      journal={Proceedings of the AAAI Conference on Artificial Intelligence},
      year={2026},
}
```
Thanks for your support!

---