VisualCloze: A Universal Image Generation Framework via Visual In-Context Learning

Tips

• 量化fp8的模式始终跑不出效果，官方的diffuser版本暂时没空捣鼓，先放代码出来，免得说占坑。方法需要的显存较大，内存也要64+,24显存可以试试关闭cpu offload

1.Installation

In the ./ComfyUI /custom_node directory, run the following:

git clone https://github.com/smthemex/ComfyUI_VisualCloze.git

2.requirements

pip install -r requirements.txt

3 models

lora 384 or lora 512

├── ComfyUI/models/loras/
|             ├── visualcloze-lora-512.safetensors # or 384
├── ComfyUI/models/diffusion_models/
|             ├── flux1-fill-dev.safetensors # or flux1-fill-dev-fp8.safetensors

Example

Citation

@article{li2025visualcloze,
  title={VisualCloze : A Universal Image Generation Framework via Visual In-Context Learning},
  author={Li, Zhong-Yu and Du, Ruoyi and Yan, Juncheng and Zhuo, Le and Li, Zhen and Gao, Peng and Ma, Zhanyu and Cheng, Ming-Ming},
  journal={arXiv preprint arxiv:},
  year={2025}
}