Fantasy-Studio/Paint-by-Example

• highreadme#1

  Add a clear positioning statement after the H1

  原因：

  当前

  ### Paper | Huggingface Demo 
  
  Binxin Yang, Shuyang Gu, Bo Zhang, Ting Zhang, Xuejin Chen, Xiaoyan Sun, Dong Chen and Fang Wen.
  
  ## Abstract
  >Language-guided image editing has achieved great success recently. In this paper, for the first time, we investigate exemplar-guided image editing for more precise control.

  复制粘贴的修复

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  This repository provides the official PyTorch implementation for "Paint by Example: Exemplar-based Image Editing with Diffusion Models", enabling precise, exemplar-guided image manipulation.
  
  ### Paper | Huggingface Demo 
  
  Binxin Yang, Shuyang Gu, Bo Zhang, Ting Zhang, Xuejin Chen, Xiaoyan Sun, Dong Chen and Fang Wen.
  
  ## Abstract
  >Language-guided image editing has achieved great success recently. In this paper, for the first time, we investigate exemplar-guided image editing for more precise control.

  待办完成忽略
• mediumreadme#2

  Add a License section to the README

  原因：

  复制粘贴的修复

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  ## License
  This project is released under [specify license name(s) or terms, e.g., a custom research license or a combination of licenses]. Please refer to the `LICENSE` file for full details.

  待办完成忽略
• mediumreadme#3

  Add a 'Key Features' section to the README

  原因：

  复制粘贴的修复

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  ## Key Features
  - **Exemplar-guided Image Editing:** Precisely control image generation and manipulation using a reference example image.
  - **Inpainting and Outpainting:** Seamlessly fill missing regions or extend images while matching style and content from an exemplar.
  - **Diffusion Model Integration:** Leverages Stable Diffusion for high-fidelity results without iterative optimization.
  - **PyTorch Implementation:** Provides a flexible and extensible codebase for researchers and developers.

  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

  How can I precisely edit an image's content or style using a reference example image?

  你：未被推荐
  AI 推荐顺序：

  1. Adobe Photoshop
  2. Midjourney
  3. Stable Diffusion
  4. RunwayML
  5. DALL-E 3
  6. ChatGPT Plus
  7. Krita
  8. GIMP

  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

  What are efficient diffusion model approaches for image manipulation guided by an example photo?

  你：未被推荐
  AI 推荐顺序：

  1. ControlNet
  2. IP-Adapter
  3. InstructPix2Pix
  4. DreamBooth
  5. LoRA
  6. GLIGEN
  7. StyleGAN
  8. StyleGAN-XL
  9. SDEdit

  AI 推荐了 9 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？