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A Task is Worth One Word: Learning with Task Prompts for High-Quality Versatile Image Inpainting

Project Page | Paper | Online Demo(OpenXlab)

This README provides a step-by-step guide to download the repository, set up the required virtual environment named "PowerPaint" using conda, and run PowerPaint with or without ControlNet.

🚀 News

December 18, 2023

Enhanced PowerPaint Model

  • We are delighted to announce the release of more stable model weights. These refined weights can now be accessed on Hugging Face. The gradio_PowerPaint.py file and Online Demo have also been updated as part of this release.

Next

Stronger Model Weights Coming Soon!


Getting Started

# Clone the Repository
git clone https://github.com/zhuang2002/PowerPaint.git

# Navigate to the Repository
cd projects/powerpaint

# Create Virtual Environment with Conda
conda create --name PowerPaint python=3.9
conda activate PowerPaint

# Install Dependencies
pip install -r requirements.txt

# Create Models Folder
mkdir models

# Set up Git LFS
git lfs install

# Clone PowerPaint Model
git lfs clone https://huggingface.co/JunhaoZhuang/PowerPaint-v1/ ./models

Run PowerPaint

To run PowerPaint, execute the following command:

python gradio_PowerPaint.py

This command will launch the Gradio interface for PowerPaint.

Feel free to explore and create stunning images with PowerPaint!

BibTeX

@misc{zhuang2023task,
      title={A Task is Worth One Word: Learning with Task Prompts for High-Quality Versatile Image Inpainting},
      author={Junhao Zhuang and Yanhong Zeng and Wenran Liu and Chun Yuan and Kai Chen},
      year={2023},
      eprint={2312.03594},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}