FastEdit: Fast Text Guided Single Image Editing via Semantic-Aware Diffusion Fine-Tuning

FastEdit is a fast text-guided single-image editing method with semantic-aware diffusion fine-tuning, accelerating the editing process to only 17 seconds.

Authors

• Zhi Chen*
• Zecheng Zhao*
• Yadan Luo
• Zi Huang

The University of Queensland

Setup

To set up the project environment, run the following commands:

# Install PyTorch
pip install torch==1.13.1+cu116 torchvision==0.14.1+cu116 --extra-index-url https://download.pytorch.org/whl/cu116

# Install dependencies
pip install diffusers==0.27.2
pip install transformers==4.25.1
pip install accelerate==0.25.0

Citation

@article{chen2024fastedit,
    title={FastEdit: Fast Text-Guided Single-Image Editing via Semantic-Aware Diffusion Fine-Tuning},
    author={Chen, Zhi and Zhao, Zecheng and Luo, Yadan and Huang, Zi},
    journal={arXiv preprint arXiv:2408.03355},
    year={2024}
}