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README.md
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---
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license: cc-by-nc-sa-4.0
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tags:
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- sketch-colorization
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- diffusion
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- stable-diffusion-xl
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- image-to-image
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- reference-based
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---
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# ColorizeDiffusion XL - Model Weights
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<div align="center">
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[-B31B1B?style=flat&logo=arXiv)](https://arxiv.org/abs/2401.01456)
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[](https://openaccess.thecvf.com/content/WACV2025/html/Yan_ColorizeDiffusion_Improving_Reference-Based_Sketch_Colorization_with_Latent_Diffusion_Model_WACV_2025_paper.html)
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[](https://arxiv.org/abs/2502.19937)
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[-B31B1B?style=flat&logo=arXiv)](https://arxiv.org/abs/2504.06895)
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[](https://github.com/tellurion-kanata/ColorizeDiffusionXL)
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[](https://huggingface.co/spaces/tellurion/ColorizeDiffusion)
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</div>
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Model weights for [ColorizeDiffusion XL](https://github.com/tellurion-kanata/ColorizeDiffusionXL), an SDXL-based reference-based sketch colorization framework (1024px).
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For the base SD2.1 implementation (512/768px), refer to the [original repository](https://github.com/tellurion-kanata/colorizeDiffusion) and [weights](https://huggingface.co/tellurion/ColorizeDiffusion).
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## Model Variants
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| Filename prefix | Config | Description |
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|:----------------|:-------|:------------|
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| `sdxl-*` | `configs/inference/sdxl.yaml` | Base SDXL colorizer with embedding guidance |
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| `xlv2-*` | `configs/inference/xlv2.yaml` | SDXL colorizer with ReferenceNet adapter for enhanced background/style |
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## Usage
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### Inference with UI
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```bash
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git clone https://github.com/tellurion-kanata/ColorizeDiffusionXL.git
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cd ColorizeDiffusionXL
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conda env create -f environment.yml
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conda activate hf
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python -u app.py
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```
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Select and load a checkpoint from the UI dropdown. Weights are downloaded automatically from this repository.
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### Online Demo
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Try the model directly on [Hugging Face Spaces](https://huggingface.co/spaces/tellurion/ColorizeDiffusion).
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### Programmatic Download
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```python
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from huggingface_hub import hf_hub_download
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path = hf_hub_download(
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repo_id="tellurion/ColorizeDiffusionXL",
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filename="<checkpoint_name>.safetensors",
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)
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```
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## License
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These weights are released under [CC-BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/).
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## Citation
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```bibtex
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@article{2024arXiv240101456Y,
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author = {{Yan}, Dingkun and {Yuan}, Liang and {Wu}, Erwin and {Nishioka}, Yuma and {Fujishiro}, Issei and {Saito}, Suguru},
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title = "{ColorizeDiffusion: Adjustable Sketch Colorization with Reference Image and Text}",
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journal = {arXiv e-prints},
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year = {2024},
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doi = {10.48550/arXiv.2401.01456},
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}
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@InProceedings{Yan_2025_WACV,
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author = {Yan, Dingkun and Yuan, Liang and Wu, Erwin and Nishioka, Yuma and Fujishiro, Issei and Saito, Suguru},
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title = {ColorizeDiffusion: Improving Reference-Based Sketch Colorization with Latent Diffusion Model},
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booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV)},
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year = {2025},
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pages = {5092-5102}
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}
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@article{2025arXiv250219937Y,
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author = {{Yan}, Dingkun and {Wang}, Xinrui and {Li}, Zhuoru and {Saito}, Suguru and {Iwasawa}, Yusuke and {Matsuo}, Yutaka and {Guo}, Jiaxian},
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title = "{Image Referenced Sketch Colorization Based on Animation Creation Workflow}",
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journal = {arXiv e-prints},
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year = {2025},
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doi = {10.48550/arXiv.2502.19937},
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}
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@article{yan2025colorizediffusionv2enhancingreferencebased,
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title={ColorizeDiffusion v2: Enhancing Reference-based Sketch Colorization Through Separating Utilities},
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author={Dingkun Yan and Xinrui Wang and Yusuke Iwasawa and Yutaka Matsuo and Suguru Saito and Jiaxian Guo},
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year={2025},
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journal = {arXiv e-prints},
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doi = {10.48550/arXiv.2504.06895},
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}
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```
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