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---
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license: mit
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library_name: pytorch
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tags:
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- gan
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- image-to-image
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---
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# AnimeBackgroundGAN (CartoonGAN by Chen et. al.)
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<img src="https://m.media-amazon.com/images/M/MV5BNjNjYTRkNGUtMGQ2MS00MTFiLTg0OTEtYTM3MmM1YTY1OTM1XkEyXkFqcGdeQXVyNjc3OTE4Nzk@._V1_.jpg" alt="Paprika directed by Satoshi Kon" style="height: 300px;"/>
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- [Satoshi Kon（今敏）](https://en.wikipedia.org/wiki/Satoshi_Kon) pre-trained model from [CartoonGAN](http://openaccess.thecvf.com/content_cvpr_2018/CameraReady/2205.pdf) `[Chen et al., CVPR18]`.
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- This model can transform real-life photos into Japanese-animation-like backgrounds, following the style of movies such as [Paprika](https://en.wikipedia.org/wiki/Paprika_(2006_film)) with a distinct high contrast, reddish hue style.
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- The implementation is in PyTorch (see [source code here](https://huggingface.co/spaces/akiyamasho/AnimeBackgroundGAN/blob/main/network/Transformer.py)).
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- Check out the demo here:
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[](https://huggingface.co/spaces/akiyamasho/AnimeBackgroundGAN)
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# Other pre-trained model versions
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The other versions were also trained from movies of the different Japanese animation directors.
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##### Mamoru Hosoda（細田守）
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- director of [Wolf Children](https://en.wikipedia.org/wiki/Wolf_Children), with a distinct mild and cool background style
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- [Director Profile](https://en.wikipedia.org/wiki/Mamoru_Hosoda)
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- **Model Repository**: https://huggingface.co/akiyamasho/AnimeBackgroundGAN-Hosoda
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##### Makoto Shinkai （新海誠）
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- director of [Kimi no Na wa](https://en.wikipedia.org/wiki/Kimi_no_Na_wa) with a photorealistic painting style
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- [Director Profile](https://en.wikipedia.org/wiki/Makoto_Shinkai)
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- **Model Repository**: https://huggingface.co/akiyamasho/AnimeBackgroundGAN-Shinkai
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##### Hayao Miyazaki（宮崎駿）
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- director of [Howl's Moving Castle](https://en.wikipedia.org/wiki/Howl%27s_Moving_Castle_(film)) with a relatively soft and painterly style
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- [Director Profile](https://en.wikipedia.org/wiki/Hayao_Miyazaki)
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- **Model Repository**: https://huggingface.co/akiyamasho/AnimeBackgroundGAN-Miyazaki
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### Credits
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- Paper at [CartoonGAN: Generative Adversarial Networks for Photo Cartoonization](http://openaccess.thecvf.com/content_cvpr_2018/CameraReady/2205.pdf) `[Chen et al., CVPR18]`
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- Original PyTorch implementation was created by [Yijun Li](https://github.com/Yijunmaverick/)
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- Spaces/Models re-packaging and implementation by [Shō Akiyama](https://github.com/Yijunmaverick/).
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##### Special Thanks
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- [Nima Boscarino](https://github.com/NimaBoscarino)
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- [Omar Sanseviero](https://github.com/osanseviero) |
