| --- |
| license: apache-2.0 |
| tags: |
| - Super-Resolution |
| - computer-vision |
| - RealSR |
| - gan |
| --- |
| |
| ### Model Description |
| [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. |
|
|
| [NTIRE 2020 Challenge on Real-World Image Super-Resolution](https://arxiv.org/abs/2005.01996): Methods and Results |
|
|
| [Paper Repo](https://github.com/Tencent/Real-SR): Implementation of paper. |
|
|
| ### Installation |
| ``` |
| pip install bsrgan |
| ``` |
|
|
| ### BSRGAN Usage |
| ```python |
| from bsrgan import BSRGAN |
| |
| model = BSRGAN(weights='kadirnar/DF2K', device='cuda:0', hf_model=True) |
| model.save = True |
| |
| pred = model.predict(img_path='data/image/test.png') |
| ``` |
|
|
| ### BibTeX Entry and Citation Info |
| ``` |
| @inproceedings{zhang2021designing, |
| title={Designing a Practical Degradation Model for Deep Blind Image Super-Resolution}, |
| author={Zhang, Kai and Liang, Jingyun and Van Gool, Luc and Timofte, Radu}, |
| booktitle={IEEE International Conference on Computer Vision}, |
| pages={4791--4800}, |
| year={2021} |
| } |
| ``` |
| ``` |
| @inproceedings{zhang2021designing, |
| title={Designing a Practical Degradation Model for Deep Blind Image Super-Resolution}, |
| author={Zhang, Kai and Liang, Jingyun and Van Gool, Luc and Timofte, Radu}, |
| booktitle={IEEE International Conference on Computer Vision}, |
| pages={4791--4800}, |
| year={2021} |
| } |
| ``` |
| ``` |
| @article{Lugmayr2020ntire, |
| title={NTIRE 2020 Challenge on Real-World Image Super-Resolution: Methods and Results}, |
| 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}, |
| journal={CVPR Workshops}, |
| year={2020}, |
| } |
| ``` |
