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README.md
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We provide **four specialized datasets** for training PosterCraft workflow:
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### 🔤 Text-Render-2M
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<div align="center">
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<img src="images/dataset/dataset1.png" alt="Text-Render-2M Dataset" width="1000"/>
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<em><strong>Text-Render-2M: Multi-instance text rendering with diverse selections</strong></em>
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A comprehensive text rendering dataset containing **2 million high-quality examples**. Features multi-instance text rendering, diverse text selections (varying in size, count, placement, and rotation), and dynamic content generation through both template-based and random string approaches.
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### 🎨 HQ-Poster-100K
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<div align="center">
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<img src="images/dataset/dataset2.png" alt="HQ-Poster-100K Dataset" width="1000"/>
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<em><strong>HQ-Poster-100K: Curated high-quality aesthetic posters</strong></em>
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**100,000** meticulously curated high-quality posters with advanced filtering techniques and multi-modal scoring. Features Gemini-powered mask generation with detailed captions for comprehensive poster understanding.
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### 👍 Poster-Preference-100K
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<div align="center">
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<img src="images/dataset/dataset3.png" alt="Poster-Preference-100K Dataset" width="1000"/>
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<em><strong>Poster-Preference-100K: Preference learning pairs for aesthetic optimization</strong></em>
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**100,000** preference learning poster pairs with comprehensive evaluation by Gemini and aesthetic evaluators. Designed for human-aligned poster generation training through reinforcement learning.
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### 🔄 Poster-Reflect-120K
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<div align="center">
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<img src="images/dataset/dataset4.png" alt="Poster-Reflect-120K Dataset" width="1000"/>
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<em><strong>Poster-Reflect-120K: Vision-language feedback pairs for iterative refinement</strong></em>
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</div>
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