Image-to-Image
Diffusers
StableDiffusionPipeline
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---
license: creativeml-openrail-m
---

# InstructPix2Pix checkpoint fine-tuned on [RealEdit](https://peter-sushko.github.io/RealEdit/). 

## 1. Env Setup

To use the InstructPix2Pix checkpoint fine-tuned on MagicBrush, set up env with following command:

```shell
git clone https://github.com/timothybrooks/instruct-pix2pix.git
cd instruct-pix2pix
mkdir checkpoints
```

Download this checkpoint into `checkpoints` folder via

```shell
cd checkpoints
# wget https://huggingface.co/peter-sushko/RealEdit/resolve/main/realedit_model.ckpt

```

Then go back to the root folder and set up the running env following the [InstructPix2Pix](https://github.com/timothybrooks/instruct-pix2pix) guidelines.

## 2. Launch

### Edit a single image:

```python
python edit_cli.py --input [YOUR_IMG_PATH] --output imgs/output.jpg --edit "EDIT INSTRUCTION" --ckpt checkpoints/MagicBrush-epoch-52-step-4999.ckpt
 

### Run the interactive editing Gradio app:

```python
python edit_app.py --ckpt checkpoints/realedit_model.ckpt
```



## Citation

If you find this checkpoint useful, please consider citing our paper:

```
@misc{sushko2025realeditredditeditslargescale,
      title={REALEDIT: Reddit Edits As a Large-scale Empirical Dataset for Image Transformations}, 
      author={Peter Sushko and Ayana Bharadwaj and Zhi Yang Lim and Vasily Ilin and Ben Caffee and Dongping Chen and Mohammadreza Salehi and Cheng-Yu Hsieh and Ranjay Krishna},
      year={2025},
      eprint={2502.03629},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2502.03629}, 
}
```

And prior work:

```
@InProceedings{brooks2022instructpix2pix,
    author     = {Brooks, Tim and Holynski, Aleksander and Efros, Alexei A.},
    title      = {InstructPix2Pix: Learning to Follow Image Editing Instructions},
    booktitle  = {CVPR},
    year       = {2023},
}
```