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  Clear Nights Ahead: Towards Multi-Weather Nighttime Image Restoration
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  </h1>
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- <a rel="AAA" href="https://henlyta.github.io/ClearNight/mainpage.html">Paper</a> |
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  <a rel="AAA" href="https://github.com/henlyta/ClearNight">Github</a> |
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  <a rel="AAA" href="https://henlyta.github.io/ClearNight/mainpage.html">Page</a> |
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  <a rel="AAA" href="https://huggingface.co/datasets/YuetongLiu/AllWeatherNight">Dataset</a>
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  The 1,000 collected real-world images are categorized into 4 different degradation types and serve as the real subset for assessing models in real-world scenarios.
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-
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  Intended Use:
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- Our AllWeatherNight dataset is released under the BSD 3-Clause License, a permissive open-source license that grants users the freedom to use, copy, modify, and distribute the dataset, whether in its original form or as part of derivative works. The license is employed on generated degraded images and labels. The ground-truths from BDD100K and Exdark adhere to the BSD 3-Clause License.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  Clear Nights Ahead: Towards Multi-Weather Nighttime Image Restoration
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  </h1>
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+ <a rel="AAA" href="https://arxiv.org/pdf/2505.16479">Paper</a> |
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  <a rel="AAA" href="https://github.com/henlyta/ClearNight">Github</a> |
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  <a rel="AAA" href="https://henlyta.github.io/ClearNight/mainpage.html">Page</a> |
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  <a rel="AAA" href="https://huggingface.co/datasets/YuetongLiu/AllWeatherNight">Dataset</a>
 
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  The 1,000 collected real-world images are categorized into 4 different degradation types and serve as the real subset for assessing models in real-world scenarios.
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  Intended Use:
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+ Our AllWeatherNight dataset is released under the BSD 3-Clause License, a permissive open-source license that grants users the freedom to use, copy, modify, and distribute the dataset, whether in its original form or as part of derivative works. The license is employed on generated degraded images and labels. The ground-truths from BDD100K and Exdark adhere to the BSD 3-Clause License.
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+ <h1>Citation</h1>
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+
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+ If you find our work is helpful to your research, please cite the papers as follows:
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+ <div>
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+ <pre>
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+ @misc{ClearNight,
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+ title={Clear Nights Ahead: Towards Multi-Weather Nighttime Image Restoration},
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+ author={Yuetong Liu and Yunqiu Xu and Yang Wei and Xiuli Bi and Bin Xiao},
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+ year={2025},
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+ eprint={2505.16479},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2505.16479},
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+ }
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+ </pre>
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+ </div>