liusida-ComfyUI-B-LoRA/README.md

ComfyUI-B-LoRA (Working in Progress)

Load and apply B-LoRA models, currently B-LoRA models only works with SDXL (sdxl_base_1.0).

B-LoRA

https://github.com/yardenfren1996/B-LoRA

Advantages of B-LoRA

1. Can differentiate Style and Content.

2. Much smaller model files. (~100M)

3. Only need one image to train.

Credit goes to:

• https://github.com/yardenfren1996/B-LoRA

• https://github.com/huggingface/diffusers/blob/main/scripts/convert_diffusers_sdxl_lora_to_webui.py

• https://github.com/comfyanonymous/ComfyUI/issues/3674

Citation

If you use B-LoRA in your research, please cite the following paper:

@misc{frenkel2024implicit,
      title={Implicit Style-Content Separation using B-LoRA}, 
      author={Yarden Frenkel and Yael Vinker and Ariel Shamir and Daniel Cohen-Or},
      year={2024},
      eprint={2403.14572},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}