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README.md
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base_model:
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- black-forest-labs/FLUX.1-Kontext-dev
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pipeline_tag: image-text-to-image
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---
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base_model:
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- black-forest-labs/FLUX.1-Kontext-dev
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pipeline_tag: image-text-to-image
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---
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# Model Card for Model ID
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This is the pre-trained model weight for paper **DivRL: Disentangled Self-Similarity Rewards for Diverse Subject-Driven Generation**.
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- **Finetuned from model:** [FLUX.1-Kontext-dev](https://huggingface.co/black-forest-labs/FLUX.1-Kontext-dev)
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- **Repository:** [https://github.com/QianWangX/DivRL](https://github.com/QianWangX/DivRL)
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- **Paper:** [https://arxiv.org/abs/2606.23950](https://arxiv.org/abs/2606.23950)
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- **Demo:** [https://qianwangx.github.io/DivRL/](https://qianwangx.github.io/DivRL/)
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## Uses
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Stage-1 weight is trained with nSSM as reward model only. Built on top of Stage-1 weight, Stage-2 weight is further trained on nSSM + VSM collaboratively to obtain the final results shown in the paper.
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You can refer to the Stage-1 weight for generation with high diversity but low consistency, and the Stage-2 weight for generation with both high diversity and high consistency.
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## How to Get Started with the Model
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Please refer to [https://github.com/QianWangX/DivRL](https://github.com/QianWangX/DivRL).
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## Training Details
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### Training Data
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We provide the training data at [QWW/Syncd_filtered](https://huggingface.co/datasets/QWW/Syncd_filtered).
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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**BibTeX:**
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```
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@misc{wang2026divrl,
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title={DivRL: Disentangled Self-Similarity Rewards for Diverse Subject-Driven Generation},
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author={Qian Wang and Zhenyu Li and Abdelrahman Eldesokey and Peter Wonka},
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year={2026},
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eprint={2606.23950},
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archivePrefix={arXiv},
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primaryClass={cs.CV},
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url={https://arxiv.org/abs/2606.23950},
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}
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```
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