Fantasy-Studio/Paint-by-Example

• highreadme#1

  Reposition README opening to emphasize exemplar-based editing

  原因：

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  Paint by Example is a novel diffusion model that enables precise image editing by directly leveraging an example image's visual characteristics for guidance, offering a unique alternative to text- or mask-based methods. This repository provides the official implementation for our paper: 'Paint by Example: Exemplar-based Image Editing with Diffusion Models'.

  待办完成忽略
• mediumcomparison#2

  Add a comparison section to differentiate from common control models

  原因：

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  ### How is Paint by Example different from ControlNet or IP-Adapter?
  Unlike ControlNet, which uses structural inputs like pose or depth maps, or IP-Adapter, which focuses on image prompting for style, Paint by Example directly transfers visual characteristics (style, texture, content) from a reference image to precisely edit a target image, offering a unique exemplar-guided control mechanism.

  待办完成忽略
• mediumlicense#3

  Clarify the project's license in the README

  原因：

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  ### License
  This project uses a custom license. Please refer to the [LICENSE](LICENSE) file for full details on usage and distribution terms.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  Looking for an AI model to edit images based on an example's visual characteristics.

  你：未被推荐
  AI 推荐顺序：

  1. Adobe Photoshop
  2. Midjourney
  3. Stable Diffusion
  4. ControlNet
  5. DALL-E 3
  6. RunwayML
  7. DeepMotion
  8. Google AutoStyle

  AI 推荐了 8 个替代方案，却始终没点名 Fantasy-Studio/Paint-by-Example。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Which diffusion models enable precise image manipulation using a reference image as guidance?

  你：未被推荐
  AI 推荐顺序：

  1. ControlNet
  2. IP-Adapter
  3. GLIGEN
  4. InstructPix2Pix
  5. T2I-Adapter
  6. StyleGAN-NADA
  7. StyleCLIP

  AI 推荐了 7 个替代方案，却始终没点名 Fantasy-Studio/Paint-by-Example。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of Fantasy-Studio/Paint-by-Example?

  pass
  ⚠AI 未点名 Fantasy-Studio/Paint-by-Example —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts Fantasy-Studio/Paint-by-Example in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 Fantasy-Studio/Paint-by-Example

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo Fantasy-Studio/Paint-by-Example solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 Fantasy-Studio/Paint-by-Example

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？