| --- |
| language: |
| - zh |
| - en |
| tags: |
| - text-to-image |
| - poster-generation |
| - layout-generation |
| - typography |
| - diffusion |
| license: cc-by-nc-nd-4.0 |
| datasets: |
| - PosterVerse/PosterDNA |
| --- |
| |
| # 🎨 PosterVerse |
|
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| **[AAAI 2026 Oral] PosterVerse: A Full-Workflow Framework for Commercial-Grade Poster Generation with HTML-Based Scalable Typography** |
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| Official Hugging Face release of PosterVerse models and dataset. |
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| --- |
|
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| ## 🌟 Highlights |
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| - We propose **PosterVerse**, a full-workflow framework integrating: |
| - Blueprint Creation |
| - Graphical Background Generation |
| - Unified Layout-text Rendering |
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| enabling commercial-grade poster generation with sophisticated layouts and text-rich design. |
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| - We introduce **PosterDNA**, the first commercial-grade, text-dense poster dataset with **fine-grained HTML-based specifications**, supporting modular training and evaluation. |
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| - PosterVerse supports **end-to-end poster generation from text prompts**. |
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| - The framework produces **visually appealing, layout-consistent, and text-accurate posters** suitable for real-world commercial design scenarios. |
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| --- |
|
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| ## 🧠 Model Zoo |
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| The PosterVerse pipeline consists of multiple stages: |
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| ### 1. Blueprint Creation |
| - Repo: `PosterVerse/Blueprint_Creation` |
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| ### 2. Unified Layout-Text Rendering |
| - Repo: `PosterVerse/Unified_Layout-Text_Rendering` |
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| ### 3. Graphical Background Generation |
| - Repo: `PosterVerse/lora_model` |
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| --- |
|
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| ## 📦 Dataset |
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| ### PosterDNA |
| - File: `PosterVerse/posterdna.zip` |
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| PosterDNA is a **commercial-grade poster dataset** with: |
| - Text-dense layouts |
| - Fine-grained HTML annotations |
| - High-quality design samples |
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| ⚠️ **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: |
|
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| **Option A: Apply Online** |
| Submit your application through our online platform: 👉 [Apply Here](http://121.41.49.212:9000/) |
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| **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. |
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| - 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. |
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| --- |
|
|
| ## ✒️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! |
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| --- |
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