Update README.md

README.md

@@ -1,3 +1,58 @@
 ---
 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_JPEG', 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},
+    }
+```