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25 changes: 20 additions & 5 deletions README.md
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# ✏️ Edit One for All: Interactive Batch Image Editing

---
[![arXiv](https://img.shields.io/badge/arXiv-2104.01867-red.svg)](https://arxiv.org/abs/2401.10219) - [![project page](https://img.shields.io/badge/ProjectPage-up-green.svg)](https://thaoshibe.github.io/edit-one-for-all)

Given an edit specified by users in an example image (e.g., dog pose),
Our method can automatically transfer that edit to other test images (e.g., all dog same pose).

![](./images/teaser-gif.gif "teaser")

✏️ [Edit One for All: Interactive Batch Image Editing](https://thaoshibe.github.io/edit-one-for-all/)<br>
✏️ [Edit One for All: Interactive Batch Image Editing](https://thaoshibe.github.io/edit-one-for-all/) (CVPR 2024)<br>
By [Thao Nguyen](https://thaoshibe.github.io/), [Utkarsh Ojha](https://utkarshojha.github.io/), [Yuheng Li](https://yuheng-li.github.io/), [Haotian Liu](https://hliu.cc/), [Yong Jae Lee](https://pages.cs.wisc.edu/~yongjaelee/) <br>
🦡 University of Wisconsin-Madison
🦡 University of Wisconsin-Madison<br>

---

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![](./images/interactive/Slide7.png "teaser")

🚧 Under construction...
🚧 Under construction... (Im going to commit code around March...)


### Related Works

- [Drag Your GAN: Interactive Point-based Manipulation on the Generative Image Manifold](https://vcai.mpi-inf.mpg.de/projects/DragGAN/) (SIGGRAPH 2023)
- [Analyzing and Improving the Image Quality of StyleGAN](https://openaccess.thecvf.com/content_CVPR_2020/papers/Karras_Analyzing_and_Improving_the_Image_Quality_of_StyleGAN_CVPR_2020_paper.pdf) (CVPR 2020)
- [LARGE: Latent-Based Regression through GAN Semantics](https://yotamnitzan.github.io/LARGE/) (CVPR 2022)
- [LARGE: Latent-Based Regression through GAN Semantics](https://yotamnitzan.github.io/LARGE/) (CVPR 2022)

### BibTeX


```
@inproceedings{nguyen2024edit,
title={Edit One for All: Interactive Batch Image Editing},
author={Thao Nguyen and Utkarsh Ojha and Yuheng Li and Haotian Liu and Yong Jae Lee},
year={2024},
eprint={2401.10219},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
```
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<center>
<!-- <img class="round" style="width:500px" src="./images/CPM/cvpr.jpg"/> -->
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<br/>
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<span style="font-size:36px">✏️ Edit One for All: Interactive Batch Image Editing</span>
<br>
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<!-- <span style="font-size:22px; color:#011B56;">━ <a href="https://openaccess.thecvf.com/CVPR2021">CVPR 2021</a> ━</span> -->

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<span style="font-size:24px; color:#011B56;"><a href="https://cvpr.thecvf.com/Conferences/2024">CVPR 2024</a></span>
<table align=center width=750px>
<table align=center width=750px>
<tr>
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<tr>
<td align=center>
<center>
<span style="font-size:22px"><a href="https://www.cs.wisc.edu/">University of Wisconsin-Madison</a>
<span style="font-size:20px"><a href="https://www.cs.wisc.edu/">University of Wisconsin-Madison 🦡</a>
<!-- <img class="img" width=100px src="./images/vinai-logo.png"></img> -->
</span>
</center>
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<figcaption>a) Setting.
(b) Naive Approach: The editing direction effective for an example may not generalize well to test images. (c) Optimizing Editing Direction: We optimize for a globally consistent direction that is effective for both example and test images. (d) Adjusting Editing Strength: Ensuring consistent final states requires adjusting the editing strength for each test image.</figcaption>
</center>
<!-- <center>
<video height="240" controls>
<source src="./images/video/face.mp4" type="video/mp4">
<source src="movie.ogg" type="video/ogg">
</video>
</center> -->
<hr>

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<hr>
<!-- <table align=center width=800px>
<center><h1>Paper and Supplementary Material</h1></center>
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<td><a href="https://arxiv.org/abs/2104.01867"><img class="w3-border w3-padding" style="height:200px" src="./images/paper.png"/></a></td>
<td><span style="font-size:14pt">Thao Nguyen, Utkarsh Ojha, Yuheng Li, Haotian Liu, Yong Jae Lee<br>
<b>Edit One for All: Interactive Batch Image Editing</b><br>
In arXiv, 2024.<br>
[<a href="https://arxiv.org/abs/2104.01867">paper</a>] -->
<!-- [<a href="https://drive.google.com/file/d/1TXYTvGoVlRzS7jodsYcRuh9EaK_UUeII/view?usp=sharing">supplementary</a>] [<a href="https://drive.google.com/file/d/1heSDV3oQLvXU1mkDY8R4cPFz6v8Id6WO/view?usp=sharing">poster</a>] -->
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<tr style="font-size:14px"><td><i>➥ BibTeX:</i></td></tr>
<tr style="background-color:#E2E2E2;font-family:'monospace';font-size:14px;">
<table align=center width=800px>
<tr style="font-size:20px"><td><i><a href="https://arxiv.org/abs/2401.10219">BibTeX</a>:</i></td></tr>
<tr style="background-color:#E2E2E2;font-family:'monospace';font-size:18px;">
<td>
<br> -->
<!-- @inproceedings{m_Nguyen-etal-CVPR21,<br>
&nbsp&nbsp&nbsp&nbsp&nbsp author = {Thao Nguyen and Anh Tran and Minh Hoai},<br>
&nbsp&nbsp&nbsp&nbsp&nbsp title = {Lipstick ain't enough: Beyond Color Matching for In-the-Wild Makeup Transfer},<br>
&nbsp&nbsp&nbsp&nbsp&nbsp year = {2021},<br>
&nbsp&nbsp&nbsp&nbsp&nbsp booktitle = {Proceedings of the {IEEE} Conference on Computer Vision and Pattern Recognition (CVPR)}<br>
&nbsp&nbsp&nbsp} -->
<!-- <br></td>
<!-- <br> -->
@inproceedings{nguyen2024edit,<br>
&nbsp&nbsp&nbsp&nbsp&nbsp title={Edit One for All: Interactive Batch Image Editing},<br>
&nbsp&nbsp&nbsp&nbsp&nbsp author={Thao Nguyen and Utkarsh Ojha and Yuheng Li and Haotian Liu and Yong Jae Lee},<br>
&nbsp&nbsp&nbsp&nbsp&nbsp year={2024},<br>
&nbsp&nbsp&nbsp&nbsp&nbsp eprint={2401.10219},<br>
&nbsp&nbsp&nbsp&nbsp&nbsp archivePrefix={arXiv},<br>
&nbsp&nbsp&nbsp&nbsp&nbsp primaryClass={cs.CV}<br>
&nbsp&nbsp&nbsp}
<br></td>
</tr>
</table> -->

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</table>

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