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  1. .gitattributes +61 -0
  2. .gitignore +7 -0
  3. LICENSE +21 -0
  4. README.md +153 -0
  5. design_app.py +58 -0
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.gitignore ADDED
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+ img/
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+ logfile/
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+ __pycache__/
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+ */__pycache__/
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+ models/
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+ plt/
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+ exp/
LICENSE ADDED
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+ MIT License
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+
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+ Copyright (c) 2024 design-edit
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+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy
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+ of this software and associated documentation files (the "Software"), to deal
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+ in the Software without restriction, including without limitation the rights
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+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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+ copies of the Software, and to permit persons to whom the Software is
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+ furnished to do so, subject to the following conditions:
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+
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+ The above copyright notice and this permission notice shall be included in all
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+ copies or substantial portions of the Software.
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+
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+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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+ SOFTWARE.
README.md ADDED
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+ # DesignEdit: Multi-Layered Latent Decomposition and Fusion for Unified & Accurate Image Editing
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+ > *Stable Diffusion XL 1.0* Implementation
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+
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+ ![teaser](docs/teaser.jpg)
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+ ### [Project Page](https://design-edit.github.io/)   [Paper](https://arxiv.org/abs/2403.14487)   [Hugging Face Demo](https://huggingface.co/spaces/YuhuiYuan/DesignEdit)
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+
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+ ## ✨ News ✨
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+
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+ - [2024/4/4] We have supported the Gradio Application on Hugging Face 🤗, encouraging you to design online without the need for local deployment.
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+ - [2024/3/28] We release the code for DesignEdit! Let's design together! 😍
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+
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+ ## Setup
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+
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+ The required Python version is 3.10.12. , and the [Pytorch](https://pytorch.org/) version is 2.0.1.
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+ The code's framework is built on [Prompt-to-prompt](https://github.com/google/prompt-to-prompt/) and [Stable Diffusion](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0).
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+
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+ Additional required packages are listed in the requirements file.
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+ ```bash
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+ conda create -n DesignEdit python=3.10.12
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+ conda activate DesignEdit
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+ pip install -r requirements.txt
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+ ```
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+ Notice that our model is entirely **training-free**💪!!! The base model is the Stable Diffusion XL-1.0.
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+
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+ ## Demo
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+ We have created an interactive interface using Gradio, as shown below. You only need to simply run the following command in the environment we previously set up:
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+ ```bash
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+ python design_app.py
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+ ```
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+ ![page_1](docs/page01.png)
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+
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+ ### 🖱️Usage
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+
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+ - We have 5 function pages for different editing operations.
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+
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+ 💡**Object Removal**
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+
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+ 💡**Zooming Out**
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+
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+ 💡**Camera Panning**
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+
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+ 💡**Object Moving, Resizing and Flipping**
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+
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+ 💡**Multi-Layered Editing**
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+
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+ - You can follow the "Usage" instructions within each page.
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+
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+ ![page_4](docs/page04.png)
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+
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+ - For each page, we also provide some interesting examples for you to try.
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+
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+ ![page_2](docs/page02.png)
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+
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+ - Notice that the **Multi-Layered Editing** page, which uses a multi-layered representation for multiple editing tasks, can achieve the same results as those of Object Removal and Object Moving, Resizing, and Flipping in a general representation.
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+
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+ - Moreover, we have added the "Mask Preparation" page for you to utilize SAM or sketching to combine several masks together. This may be useful when you are on the **Multi-Layered Editing** page.
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+
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+ ![page_3](docs/page03.png)
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+
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+ ## More Details
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+
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+ If you are interested in exploring more details about the model implementation, we recommend checking out [`model.py`](design_copy/src/demo/model.py). Pay special attention to the `register_attention_control()` function and the `LayerFusion` class.
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+
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+
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+ ## Applications
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+
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+ For more applications, we kindly invite you to explore our [project page](https://design-edit.github.io/) and refer to our [paper](https://arxiv.org/abs/2403.14487).
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+
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+ ### 💡Object Removal
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+
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+ You can choose more than one object to remove on the **Object Removal** page, and it is also possible to mask irregular regions for removal.
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+
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+ <div align="center">
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+ <img src="docs/removal.jpg" width="700"/>
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+ </div>
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+
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+ ### 💡Object Removal with <span style="color:red;">Refine Mask</span>
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+
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+ Using remove mask directly may cause artifacts, the refine mask indicates regions that may cause artifacts. You can turn to **Object Removal** page to explore.
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+
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+ <div align="center">
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+ <img src="docs/refine.jpg" width="700"/>
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+ </div>
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+
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+ ### 💡Camera Panning and Zooming Out
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+
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+ You can use the **Camera Panning** and **Zooming Out** page to achieve editing with different scales and directions.
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+
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+ <div align="center">
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+ <img src="docs/pan.jpg" width="700"/>
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+ </div>
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+ <div align="center">
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+ <img src="docs/zoom.jpg" width="700"/>
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+ </div>
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+
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+ The illustration of image adjustment and mask preparation is shown below.
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+
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+ <div align="center">
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+ <img src="docs/pan+zoom.jpg" width="700"/>
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+ </div>
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+
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+ ### 💡Multi-Object Editing with Moving, Resizing, Flipping
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+
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+ You can achieve single object moving, resizing, flipping in **Object Moving, Resizing and Flipping** page,
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+ for multi-object editing like swapping and addition, you can turn to **Multi-Layered Editing** page.
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+
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+ <div align="center">
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+ <img src="docs/multi.jpg" width="700"/>
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+ </div>
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+
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+ ### 💡Cross-Image Composition
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+
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+ By choosing one image as the background and specifying the position, size, and placement order of the foreground images, we can achieve cross-image composition. You can try examples on the **Multi-Layered Editing** page.
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+
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+ <div align="center">
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+ <img src="docs/cross.jpg" width="700"/>
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+ </div>
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+
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+ ### 💡Typography Retyping
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+
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+ Typography retyping refers to the specific use of design elements, which you can achieve on the **Multi-Layered Editing** page.
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+
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+ <div align="center">
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+ <img src="docs/retype.jpg" width="700"/>
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+ </div>
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+
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+ ## Acknowledgements
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+
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+ Our project benefits from the contributions of several outstanding projects and techniques. We express our gratitude to:
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+
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+ - [**Prompt-to-Prompt**](https://github.com/google/prompt-to-prompt.git): For innovative approaches in prompt engineering.
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+
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+ - [**Proximal-Guidance**](https://github.com/phymhan/prompt-to-prompt.git): For their cutting-edge inversion technique, significantly improving our model's performance.
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+
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+ - [**DragonDiffusion**](https://github.com/MC-E/DragonDiffusion.git): For inspiration on Gradio interface and efficient SAM API integration.
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+
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+ Each of these projects has played a crucial role in the development of our work. We thank their contributors for sharing their expertise and resources with the community.
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+
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+ ## BibTeX
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+
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+ ```bibtex
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+ @misc{jia2024designedit,
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+ title={DesignEdit: Multi-Layered Latent Decomposition and Fusion for Unified & Accurate Image Editing},
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+ author={Yueru Jia and Yuhui Yuan and Aosong Cheng and Chuke Wang and Ji Li and Huizhu Jia and Shanghang Zhang},
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+ year={2024},
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+ eprint={2403.14487},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CV}
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+ }
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+ ```
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+
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+
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+
design_app.py ADDED
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+ import os
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+ import subprocess
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+ import shlex
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+ from src.demo.model import DesignEdit
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+
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+ # os.makedirs('models', exist_ok=True)
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+ # subprocess.run(shlex.split('wget https://huggingface.co/Adapter/DragonDiffusion/resolve/main/model/efficient_sam_vits.pt -O models/efficient_sam_vits.pt'))
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+
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+ from src.demo.demo import *
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+ import shlex
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+
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+ import cv2
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+ import gradio as gr
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+ # pretrained_model_path = "SG161222/RealVisXL_V5.0_Lightning"#
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+ pretrained_model_path = "stabilityai/stable-diffusion-xl-base-1.0"
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+ model = DesignEdit(pretrained_model_path=pretrained_model_path)
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+ DESCRIPTION_1 = """<div style="text-align: center; font-size: 80px;">
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+ <strong class="title is-1">
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+ <span style="color: green;">🌿D</span>
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+ <span style="color: orange;">e</span>
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+ <span style="color: rgb(63, 185, 63);">s</span>
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+ <span style="color: green;">i</span>
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+ <span style="color: rgb(200, 85, 23);">g</span>
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+ <span style="color: green;">n</span>
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+ <span style="color: orange;">E</span>
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+ <span style="color: crimson;">d</span>
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+ <span style="color: darkorange;">i</span>
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+ <span style="color: green;">t🌿</span>
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+ </strong>
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+ </div>
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+ """
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+ DESCRIPTION_2 = """ <div style="text-align: center;font-size: 24px;"> <h1> Multi-Layered Latent Decomposition and Fusion for Unified & Accurate Image Editing</h1></div>"""
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+ DESCRIPTION_3 = """
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+ <div style="text-align: center; font-size: 24px;">
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+ <p> Gradio demo for <a href="https://design-edit.github.io/">DesignEdit</a></p>
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+ </div>
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+ """
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+
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+ with gr.Blocks(css='style.css') as demo:
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+ gr.Markdown(DESCRIPTION_1)
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+ gr.Markdown(DESCRIPTION_2)
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+ gr.Markdown(DESCRIPTION_3)
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+ with gr.Tabs():
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+ with gr.TabItem('1️⃣ Object Removal'):
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+ create_demo_remove(model.run_remove)
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+ with gr.TabItem('2️⃣ Zooming Out'):
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+ create_demo_zooming(model.run_zooming)
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+ with gr.TabItem('3️⃣ Camera Panning'):
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+ create_demo_panning(model.run_panning)
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+ with gr.TabItem('4️⃣ Object Moving, Resizing and Flipping'):
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+ create_demo_moving(model.run_moving)
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+ with gr.TabItem('5️⃣ 🚩 Multi-Layered Editing 🚩'):
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+ create_demo_layer(model.run_layer)
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+ with gr.TabItem('🔧 Mask Preparation: Draw or Sketch'):
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+ create_demo_mask_box(model.run_mask)
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+ demo.queue(concurrency_count=3, max_size=20)
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+ demo.launch(server_name="0.0.0.0",share=True)
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+
docs/cross.jpg ADDED

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docs/decoration.jpg ADDED
docs/multi.jpg ADDED

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docs/page01.png ADDED
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docs/pan+zoom.jpg ADDED
docs/pan.jpg ADDED
docs/refine.jpg ADDED
docs/removal.jpg ADDED
docs/retype.jpg ADDED
docs/teaser.jpg ADDED

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docs/zoom.jpg ADDED
examples/layer/01_horse/00.jpg ADDED
examples/layer/01_horse/mask0.jpg ADDED
examples/layer/02_baby/00.jpg ADDED
examples/layer/02_baby/mask0.jpg ADDED
examples/layer/02_baby/mask1.jpg ADDED
examples/layer/02_baby/mask2.jpg ADDED
examples/layer/03_text/00.jpg ADDED
examples/layer/03_text/01.jpg ADDED
examples/layer/03_text/mask0.jpg ADDED
examples/layer/03_text/mask1.jpg ADDED
examples/layer/04_cross/0.jpg ADDED
examples/layer/04_cross/1.jpg ADDED
examples/layer/04_cross/2.jpg ADDED
examples/layer/04_cross/3.jpg ADDED
examples/layer/04_cross/mask0.jpg ADDED
examples/layer/04_cross/mask1.jpg ADDED
examples/layer/04_cross/mask2.jpg ADDED
examples/layer/04_cross/mask3.jpg ADDED
examples/moving/01_ball/0.jpg ADDED
examples/moving/01_ball/mask0.jpg ADDED
examples/moving/02_bell/0.jpg ADDED
examples/moving/02_bell/mask0.jpg ADDED
examples/pan/01.jpg ADDED
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examples/remove/01_moto/0.jpg ADDED
examples/remove/01_moto/mask0.jpg ADDED
examples/remove/01_moto/mask1.jpg ADDED