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--- |
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license: apache-2.0 |
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tags: |
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- Super-Resolution |
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- computer-vision |
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- RealSR |
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- gan |
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--- |
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### Model Description |
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[RealSR](https://openaccess.thecvf.com/content_CVPRW_2020/papers/w31/Ji_Real-World_Super-Resolution_via_Kernel_Estimation_and_Noise_Injection_CVPRW_2020_paper.pdf): Real-World Super-Resolution via Kernel Estimation and Noise Injection. |
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[NTIRE 2020 Challenge on Real-World Image Super-Resolution](https://arxiv.org/abs/2005.01996): Methods and Results |
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[Paper Repo](https://github.com/Tencent/Real-SR): Implementation of paper. |
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### Installation |
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``` |
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pip install bsrgan |
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``` |
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### BSRGAN Usage |
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```python |
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from bsrgan import BSRGAN |
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model = BSRGAN(weights='kadirnar/DPED', device='cuda:0', hf_model=True) |
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model.save = True |
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pred = model.predict(img_path='data/image/test.png') |
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``` |
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### BibTeX Entry and Citation Info |
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``` |
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@inproceedings{zhang2021designing, |
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title={Designing a Practical Degradation Model for Deep Blind Image Super-Resolution}, |
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author={Zhang, Kai and Liang, Jingyun and Van Gool, Luc and Timofte, Radu}, |
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booktitle={IEEE International Conference on Computer Vision}, |
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pages={4791--4800}, |
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year={2021} |
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} |
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``` |
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``` |
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@inproceedings{zhang2021designing, |
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title={Designing a Practical Degradation Model for Deep Blind Image Super-Resolution}, |
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author={Zhang, Kai and Liang, Jingyun and Van Gool, Luc and Timofte, Radu}, |
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booktitle={IEEE International Conference on Computer Vision}, |
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pages={4791--4800}, |
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year={2021} |
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} |
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``` |
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``` |
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@article{Lugmayr2020ntire, |
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title={NTIRE 2020 Challenge on Real-World Image Super-Resolution: Methods and Results}, |
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author={Andreas Lugmayr, Martin Danelljan, Radu Timofte, Namhyuk Ahn, Dongwoon Bai, Jie Cai, Yun Cao, Junyang Chen, Kaihua Cheng, SeYoung Chun, Wei Deng, Mostafa El-Khamy Chiu, Man Ho, Xiaozhong Ji, Amin Kheradmand, Gwantae Kim, Hanseok Ko, Kanghyu Lee, Jungwon Lee, Hao Li, Ziluan Liu, Zhi-Song Liu, Shuai Liu, Yunhua Lu, Zibo Meng, Pablo Navarrete, Michelini Christian, Micheloni Kalpesh, Prajapati Haoyu, Ren Yong, Hyeok Seo, Wan-Chi Siu, Kyung-Ah Sohn, Ying Tai, Rao Muhammad Umer, Shuangquan Wang, Huibing Wang, Timothy Haoning Wu, Haoning Wu, Biao Yang, Fuzhi Yang, Jaejun Yoo, Tongtong Zhao, Yuanbo Zhou, Haijie Zhuo, Ziyao Zong, Xueyi Zou}, |
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journal={CVPR Workshops}, |
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year={2020}, |
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} |
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``` |
