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  1. app.py +30 -0
app.py CHANGED
@@ -965,6 +965,19 @@ if __name__ == '__main__':
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  <h1 style="font-weight: 900; font-size: 3rem; margin: 0rem">
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  {}
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  </h1>
 
 
 
 
 
 
 
 
 
 
 
 
 
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  </div>
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  """.format(version))
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@@ -975,5 +988,22 @@ if __name__ == '__main__':
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  with gr.Tab('Image Editing'):
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  interface_imedit(wrapper_obj)
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  demo.queue()
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  demo.launch()
 
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  <h1 style="font-weight: 900; font-size: 3rem; margin: 0rem">
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  {}
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  </h1>
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+ <h2 style="font-weight: 450; font-size: 1rem; margin-top: 0.5rem; margin-bottom: 0.5rem">
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+ <b>Smooth Diffusion</b> is a new category of diffusion models that is simultaneously high-performing and smooth.
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+ Our method formally introduces latent space smoothness to diffusion models like Stable Diffusion. This smoothness dramatically aids in: 1) improving the continuity of transitions in image interpolation, 2) reducing approximation errors in image inversion, and 3) better preserving unedited contents in image editing.
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+ </h2>
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+ <h3 style="font-weight: 450; font-size: 1rem; margin: 0rem">
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+ <a href="https://www.jiayiguo.net/" target="_blank">Jiayi Guo</a>, <a href="https://www.linkedin.com/in/xingqian-xu-97b46526/" target="_blank">Xingqian Xu</a><sup>,
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+ <a href="https://scholar.google.com/citations?user=oM9rnYQAAAAJ&hl=en" target="_blank">Yifan Pu</a>, <a href="https://scholar.google.com/citations?user=Yibz_asAAAAJ&hl=en" target="_blank">Zanlin Ni</a>,
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+ <a href="https://scholar.google.com/citations?user=-hwGMHcAAAAJ&hl=en" target="_blank">Chaofei Wang</a>, <a href="https://in.linkedin.com/in/v-manushree" target="_blank">Manushree Vasu</a>,
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+ <a href="https://www.au.tsinghua.edu.cn/info/1103/1553.htm" target="_blank">Shiji Song</a>, <a href="https://www.gaohuang.net/" target="_blank">Gao Huang</a>
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+ and <a href="https://www.humphreyshi.com/home">Humphrey Shi</a>
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+ [<a href="https://arxiv.org/abs/2312.04410" style="color:blue;">arXiv</a>]
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+ [<a href="https://github.com/SHI-Labs/Smooth-Diffusion" style="color:blue;">GitHub</a>]
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+ </h3>
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  </div>
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  """.format(version))
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  with gr.Tab('Image Editing'):
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  interface_imedit(wrapper_obj)
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+ gr.Markdown(r"""
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+ If you find our work helpful, please **star 🌟** the <a href='https://github.com/SHI-Labs/Smooth-Diffusion' target='_blank'>Github Repo</a>. Thanks for your support!
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+ [![GitHub Stars](https://img.shields.io/github/stars/SHI-Labs/Smooth-Diffusion?style=social)](https://github.com/SHI-Labs/Smooth-Diffusion)
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+ ---
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+ πŸ“‘ **Citation**
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+ <br>
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+ If our work is useful for your research, please consider citing:
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+ ```bibtex
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+ @InProceedings{guo2024smooth,
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+ title={Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models},
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+ author={Jiayi Guo and Xingqian Xu and Yifan Pu and Zanlin Ni and Chaofei Wang and Manushree Vasu and Shiji Song and Gao Huang and Humphrey Shi},
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+ booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
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+ year={2024}
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+ }
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+ ```
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+ """)
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+
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  demo.queue()
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  demo.launch()