ZhumingLian/Shine_lora_ckpts

License Notice

The license shown in the repository metadata is incorrect due to Hugging Face interface limitations.

This LoRA is a derivative work of FLUX.1-dev and is therefore subject to:

flux-1-dev-non-commercial-license

Please refer to the official FLUX repository for the full license terms.

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Shine LoRA for Physically Plausible Image Composition

This repository provides the LoRA weights used in our paper:

Does Flux already know how to perform physically plausible image composition?

This LoRA is trained to improve physically plausible image composition when used with FLUX.1-dev.

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Base Model

This LoRA must be used together with:

black-forest-labs/FLUX.1-dev

You must download the base model separately from its official source.

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Training Data

This LoRA was trained using:

• Shine-DreamEditBench (a reformatted version of DreamEditBench)

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Usage

Load the LoRA weights into FLUX.1-dev following standard LoRA loading procedures.

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License

This LoRA is a derivative work of FLUX.1-dev.

Therefore, usage of this LoRA is subject to the license of the base model:

flux-1-dev-non-commercial-license

Please refer to the official FLUX repository for full license terms.

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Citation

If you use this LoRA, please cite:

@article{lu2025does,
  title={Does flux already know how to perform physically plausible image composition?},
  author={Lu, Shilin and Lian, Zhuming and Zhou, Zihan and Zhang, Shaocong and Zhao, Chen and Kong, Adams Wai-Kin},
  journal={arXiv preprint arXiv:2509.21278},
  year={2025}
}