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ShineChen1024 / MagicClothing

Official implementation of Magic Clothing: Controllable Garment-Driven Image Synthesis
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Magic Clothing (ACM Multimedia 2024)

This repository is the official implementation of Magic Clothing

Magic Clothing is a branch version of OOTDiffusion, focusing on controllable garment-driven image synthesis

Magic Clothing: Controllable Garment-Driven Image Synthesis [arXiv paper]
Weifeng Chen*, Tao Gu*, Yuhao Xu*+, Chengcai Chen
* Equal contribution + Corresponding author
Xiao-i Research

📢📢 We are continuing to improve this project. Please check earlyAccess branch for new features and updates : )

News

🔥 [2024/4/16] Our paper is available now!

🔥 [2024/3/8] We release the model weights trained on the 768 resolution. The strength of clothing and text prompts can be independently adjusted.

🤗 Hugging Face link

🔥 [2024/2/28] We support IP-Adapter-FaceID with ControlNet-Openpose now! A portrait and a reference pose image can be used as additional conditions.

Have fun with gradio_ipadapter_openpose.py

🔥 [2024/2/23] We support IP-Adapter-FaceID now! A portrait image can be used as an additional condition.

Have fun with gradio_ipadapter_faceid.py

demo  workflow 

Installation

  1. Clone the repository
git clone https://github.com/ShineChen1024/MagicClothing.git
  1. Create a conda environment and install the required packages
conda create -n magicloth python==3.10
conda activate magicloth
pip install torch==2.0.1 torchvision==0.15.2 torchaudio==2.0.2
pip install -r requirements.txt

Inference

  1. Python demo

512 weights

python inference.py --cloth_path [your cloth path] --model_path [your model checkpoints path]

768 weights

python inference.py --cloth_path [your cloth path] --model_path [your model checkpoints path] --enable_cloth_guidance
  1. Gradio demo

512 weights

python gradio_generate.py --model_path [your model checkpoints path]

768 weights

python gradio_generate.py --model_path [your model checkpoints path] --enable_cloth_guidance

Citation

@article{chen2024magic,
  title={Magic Clothing: Controllable Garment-Driven Image Synthesis},
  author={Chen, Weifeng and Gu, Tao and Xu, Yuhao and Chen, Chengcai},
  journal={arXiv preprint arXiv:2404.09512},
  year={2024}
}

TODO List