| | ---
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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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| |
|
| | [](https://openaccess.thecvf.com/content/WACV2025/html/Yan_ColorizeDiffusion_Improving_Reference-Based_Sketch_Colorization_with_Latent_Diffusion_Model_WACV_2025_paper.html)
|
| | [](https://arxiv.org/abs/2502.19937)
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| | [](https://arxiv.org/abs/2603.05971)
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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).
|
| | 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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| |
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| | ### Inference with UI
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| |
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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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| |
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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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| |
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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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| |
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| | ```python
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| | from huggingface_hub import hf_hub_download
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| |
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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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| | @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{2026arXiv260305971Y,
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| | author = {{Yan}, Dingkun and {Wang}, Xinrui and {Iwasawa}, Yusuke and {Matsuo}, Yutaka and {Saito}, Suguru and {Guo}, Jiaxian},
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| | title = "{ColorizeDiffusion XL: Enhancing Embedding Guidance for Character Colorization and Geometry Disentanglement}",
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| | journal = {arXiv e-prints},
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| | year = {2026},
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| | doi = {10.48550/arXiv.2603.05971},
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| | }
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| | ```
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| |
|