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FireRed-Image-Edit-1.0
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---
language:
- en
- zh
license: apache-2.0
pipeline_tag: image-to-image
library_name: diffusers
arxiv: 2602.13344
---

<p align="center">
    <img src="./assets/logo.png" width="600"/>
<p> 
<p align="center" style="line-height: 1;">
  <a href="https://huggingface.co/FireRedTeam" target="_blank"><img alt="Hugging Face" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-FireRedTeam-ffc107?color=ffc107&logoColor=white" style="display: inline-block;"/></a>
  <a href="https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0" target="_blank"><img alt="Hugging Face Model" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-FireRed--Image--Edit--1.0-red" style="display: inline-block;"/></a>
  <a href="https://huggingface.co/spaces/FireRedTeam/FireRed-Image-Edit-1.0" target="_blank"><img alt="Demo" src="https://img.shields.io/badge/%F0%9F%92%BB%20Demo-FireRed--Image--Edit--1.0-red" style="display: inline-block;"/></a>
</p> 

<p align="center" style="line-height: 1;">
    🤗 <a href="https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0">HuggingFace</a> |
    🖥️ <a href="https://huggingface.co/spaces/FireRedTeam/FireRed-Image-Edit-1.0"> Demo</a> |
    📄 <a href="https://huggingface.co/papers/2602.13344">Technical Report</a> |
    💻 <a href="https://github.com/FireRedTeam/FireRed-Image-Edit">Code</a>
</p>
<p align="center">
    <img src="./assets/teaser.png" width="800"/>
<p> 


## 🔥 FireRed-Image-Edit
**FireRed-Image-Edit** is a general-purpose image editing model that delivers high-fidelity and consistent editing across a wide range of scenarios. It is introduced in the paper [FireRed-Image-Edit-1.0 Technical Report](https://huggingface.co/papers/2602.13344).

## ✨ Key Features
- **Strong Editing Performance**: FireRed-Image-Edit delivers leading open-source results with accurate instruction following, high image quality, and consistent visual coherence.
- **Native Editing Capability**: Built directly from text-to-image foundation model and endowed with editing capabilities.
- **Text Style Preservation**: Maintains text styles with high fidelity, achieving performance comparable to closed-source solutions.
- **Photo Restoration**: High-quality old photo restoration and enhancement.
- **Multi-Image Editing**: Flexible editing of multiple images such as virtual try-on.


## 📰 News
- 2026.02.14: We released FireRed-Image-Edit-1.0 model weights. Check more details in the [Model Zoo](#-model-zoo) section.
- 2026.02.10: We released the [Technical Report](https://huggingface.co/papers/2602.13344) of FireRed-Image-Edit-1.0. 

## 🎨 Showcase
Some real outputs produced by FireRed-Image-Edit across general editing.
<p align="center">
    <img src="./assets/showcase.png" width="800"/>
<p> 

## 🗂️ Model Zoo

<div style="overflow-x: auto; margin-bottom: 16px;">
  <table style="border-collapse: collapse; width: 100%;">
    <thead>
      <tr>
        <th style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa;">Models</th>
        <th style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa;">Task</th>
        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa;">Description</th>
        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa;">Download Link</th>
      </tr>
    </thead>
    <tbody>
      <tr>
        <td style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de;">FireRed-Image-Edit-1.0</td>
        <td style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de;">Image-Editing</td>
        <td style="padding: 8px; border: 1px solid #d0d7de;">General-purpose image editing model</td>
        <td style="padding: 8px; border: 1px solid #d0d7de;">
          <span style="white-space: nowrap;">🤗&nbsp;<a href="https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0">HuggingFace</a></span>
        </td>
      </tr>
      <tr>
        <td style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de;">FireRed-Image-Edit-1.0-Distilled</td>
        <td style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de;">Image-Editing</td>
        <td style="padding: 8px; border: 1px solid #d0d7de;">Distilled version of FireRed-Image-Edit-1.0 for faster inference</td>
        <td style="padding: 8px; border: 1px solid #d0d7de;">
          <span style="white-space: nowrap;">To be released</span>
        </td>
      </tr>
      <tr>
        <td style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de;">FireRed-Image</td>
        <td style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de;">Text-to-Image</td>
        <td style="padding: 8px; border: 1px solid #d0d7de;">High-quality text-to-image generation model</td>
        <td style="padding: 8px; border: 1px solid #d0d7de;">
          <span style="white-space: nowrap;">To be released</span>
        </td>
      </tr>
    </tbody>
  </table>
</div>

## 🏗️ Model Architecture
<p align="center">
    <img src="./assets/architecture.png" width="800"/>
<p> 

## ⚡️ Quick Start

1. Install the latest version of diffusers
```
pip install git+https://github.com/huggingface/diffusers
```
2. Use the following code snippets to generate or edit images.
```
python inference.py \
    --input_image ./examples/edit_example.png \
    --prompt "在书本封面Python的下方，添加一行英文文字2nd Edition" \
    --output_image output_edit.png \
    --seed 43
```

## 📊 Benchmark
To better validate the capabilities of our model, we propose a benchmark called REDEdit-Bench. Our main goal is to build more diverse scenarios and editing instructions that better align with human language, enabling a more comprehensive evaluation of current editing models. We collected over 3,000 images from the internet, and after careful expert-designed selection, we constructed 1,673 bilingual (Chinese–English) editing pairs across 15 categories.

### Inference and Evaluation Code
We provide the inference and evaluation code for REDEdit-Bench. Please refer to the [redbench_infer.py](./src/tools/redbench_infer.py) and [redbench_eval.py](./src/tools/redbench_eval.py) scripts in the `src/tools` directory for more details.

### Results on ImgEdit

<table style="border-collapse:collapse; width:100%; font-family:system-ui, -apple-system, Segoe UI, Roboto, Arial, sans-serif; font-size:14px;">
  <thead>
    <tr>
      <th style="border:1px solid #ddd; padding:8px; text-align:left;">Model</th>
      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Overall ↑</th>
      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Add</th>
      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Adjust</th>
      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Extract</th>
      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Replace</th>
      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Remove</th>
      <th style="border:1px solid #ddd; padding:8px; text-align:center;">BG</th>
      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Style</th>
      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Hybrid</th>
      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Action</th>
    </tr>
  </thead>
  <tbody><tr>
      <td colspan="11" style="border:1px solid #ddd; padding:8px; font-weight:700; background:#f7f7f7;">
        🔹 Proprietary Models
      </td>
    </tr><tr>
      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Nano-Banana</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.29</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.62</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.41</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>3.68</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.34</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.39</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.40</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.18</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>3.72</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.83</b></td>
    </tr><tr>
      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Seedream4.0</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.30</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.33</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.38</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>3.89</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.65</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.57</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.35</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.22</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>3.71</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.61</td>
    </tr><tr>
      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Seedream4.5</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.32</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.57</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.65</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">2.97</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.66</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.46</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.37</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.92</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>3.71</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.56</td>
    </tr><tr>
      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Nano-Banana-Pro</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.37</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.44</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.62</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.42</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.60</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.63</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.32</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.97</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.64</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.69</u></td>
    </tr><tr>
      <td colspan="11" style="border:1px solid #ddd; padding:8px; font-weight:700; background:#f7f7f7;" >
        🔹 Open-source Models
      </td>
    </tr><tr>
      <td style="border:1px solid #ddd; padding:8px; text-align:left;">FLUX.1 Kontext [Dev]</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.71</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.99</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.88</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">2.19</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.27</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.13</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.98</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.51</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.23</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.18</td>
    </tr><tr>
      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Step1X-Edit-v1.2</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.95</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.91</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.04</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">2.68</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.48</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.26</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.90</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.82</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.23</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.22</td>
    </tr><tr>
      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Qwen-Image-Edit-2509</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.31</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.34</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.27</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.42</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.73</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.36</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.37</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.91</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.56</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.80</td>
    </tr><tr>
      <td style="border:1px solid #ddd; padding:8px; text-align:left;">FLUX.2 [Dev]</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.35</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.50</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.18</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.83</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.65</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.65</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.31</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.88</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.46</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.70</td>
    </tr><tr>
      <td style="border:1px solid #ddd; padding:8px; text-align:left;">LongCat-Image-Edit</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.45</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.44</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.53</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.83</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.80</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.60</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.33</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.92</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.75</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.82</b></td>
    </tr><tr>
      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Qwen-Image-Edit-2511</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.51</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.54</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.57</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.13</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.70</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.46</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.36</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.89</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.16</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.81</u></td>
    </tr><tr>
      <td style="border:1px solid #ddd; padding:8px; text-align:left;"><b>FireRed-Image-Edit</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.56</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.55</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.66</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.34</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.75</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.58</td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.45</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.97</b></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.07</u></td>
      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.71</td>
    </tr></tbody>
</table>

## 📜 License Agreement

The code and the weights of FireRed-Image-Edit are licensed under Apache 2.0. 


## 📝 TODO:
- [x] Release FireRed-Image-Edit-1.0 model.
- [ ] Release REDEdit-Bench, a comprehensive benchmark for image editing evaluation.
- [ ] Release FireRed-Image-Edit-1.0-Distilled model, a distilled version of FireRed-Image-Edit-1.0 for few-step generation.
- [ ] Release FireRed-Image model, a text-to-image generative model.


## 🖊️ Citation

We kindly encourage citation of our work if you find it useful.

```bibtex
@article{firered2026rededit,
      title={FireRed-Image-Edit: A General-Purpose Image Editing Model}, 
      author={Super Intelligence Team},
      year={2026},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://huggingface.co/papers/2602.13344}, 
}
```

## 🤝 Acknowledgements

We would like to thank the developers of the amazing open-source projects, including [Qwen-Image](https://github.com/QwenLM/Qwen-Image), [Diffusers](https://github.com/huggingface/diffusers) and [HuggingFace](https://huggingface.co).

## ⭐ Star History

[![Star History Chart](https://api.star-history.com/svg?repos=FireRedTeam/FireRed-Image-Edit&type=date&legend=top-left)](https://www.star-history.com/#FireRedTeam/FireRed-Image-Edit&type=date&legend=top-left)