update readme

Author: xinntao

README.md

@@ -9,7 +9,7 @@
 
 [English](README.md) **|** [简体中文](README_CN.md)   [GitHub](https://github.com/xinntao/BasicSR) **|** [Gitee码云](https://gitee.com/xinntao/BasicSR)
 
-:rocket: [BasicSR Examples](https://github.com/xinntao/BasicSR-examples) provides guidance and templates of using BasicSR as a python package.
+:rocket: We add [BasicSR-Examples](https://github.com/xinntao/BasicSR-examples), which provides guidance and templates of using BasicSR as a python package. :rocket:
 
 <a href="https://drive.google.com/drive/folders/1G_qcpvkT5ixmw5XoN6MupkOzcK1km625?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" height="18" alt="google colab logo"></a> Google Colab: [GitHub Link](colab) **|** [Google Drive Link](https://drive.google.com/drive/folders/1G_qcpvkT5ixmw5XoN6MupkOzcK1km625?usp=sharing) <br>
 :m: [Model Zoo](docs/ModelZoo.md): :arrow_double_down: Google Drive: [Pretrained Models](https://drive.google.com/drive/folders/15DgDtfaLASQ3iAPJEVHQF49g9msexECG?usp=sharing) **|** [Reproduced Experiments](https://drive.google.com/drive/folders/1XN4WXKJ53KQ0Cu0Yv-uCt8DZWq6uufaP?usp=sharing)
@@ -25,7 +25,7 @@ BasicSR (**Basic** **S**uper **R**estoration) is an open-source **image and vide
 
 :triangular_flag_on_post: **New Features/Updates**
 
-- :white_check_mark: Aug 5, 2021. NIQE produces the same results as MATLAB (both are 5.7296 for tests/data/baboon.png).
+- :white_check_mark: Aug 5, 2021. Add NIQE, which produces the same results as MATLAB (both are 5.7296 for tests/data/baboon.png).
 - :white_check_mark: July 31, 2021. Add **bi-directional video super-resolution** codes: [**BasicVSR** and IconVSR](https://arxiv.org/abs/2012.02181).
 - :white_check_mark: July 20, 2021. Add **dual-blind face restoration** codes: [HiFaceGAN](https://github.com/Lotayou/Face-Renovation) codes by [Lotayou](https://lotayou.github.io/).
 - :white_check_mark: Nov 29, 2020. Add **ESRGAN** and **DFDNet** [colab demo](colab)

README_CN.md

@@ -9,27 +9,28 @@
 
 [English](README.md) **|** [简体中文](README_CN.md)   [GitHub](https://github.com/xinntao/BasicSR) **|** [Gitee码云](https://gitee.com/xinntao/BasicSR)
 
+:rocket: 我们添加了 [BasicSR-Examples](https://github.com/xinntao/BasicSR-examples), 它提供了使用BasicSR的指南以及模板 (以python package的形式) :rocket:
+
 <a href="https://drive.google.com/drive/folders/1G_qcpvkT5ixmw5XoN6MupkOzcK1km625?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" height="18" alt="google colab logo"></a> Google Colab: [GitHub Link](colab) **|** [Google Drive Link](https://drive.google.com/drive/folders/1G_qcpvkT5ixmw5XoN6MupkOzcK1km625?usp=sharing) <br>
-:m: [模型库](docs/ModelZoo_CN.md) :arrow_double_down: 百度网盘: [预训练模型](https://pan.baidu.com/s/1R6Nc4v3cl79XPAiK0Toe7g) **|** [复现实验](https://pan.baidu.com/s/1UElD6q8sVAgn_cxeBDOlvQ)
+:m: [模型库](docs/ModelZoo_CN.md): :arrow_double_down: 百度网盘: [预训练模型](https://pan.baidu.com/s/1R6Nc4v3cl79XPAiK0Toe7g) **|** [复现实验](https://pan.baidu.com/s/1UElD6q8sVAgn_cxeBDOlvQ)
 :arrow_double_down: Google Drive: [Pretrained Models](https://drive.google.com/drive/folders/15DgDtfaLASQ3iAPJEVHQF49g9msexECG?usp=sharing) **|** [Reproduced Experiments](https://drive.google.com/drive/folders/1XN4WXKJ53KQ0Cu0Yv-uCt8DZWq6uufaP?usp=sharing) <br>
-:file_folder: [数据](docs/DatasetPreparation_CN.md) :arrow_double_down: [百度网盘](https://pan.baidu.com/s/1AZDcEAFwwc1OC3KCd7EDnQ) (提取码:basr) :arrow_double_down: [Google Drive](https://drive.google.com/drive/folders/1gt5eT293esqY0yr1Anbm36EdnxWW_5oH?usp=sharing) <br>
+:file_folder: [数据](docs/DatasetPreparation_CN.md): :arrow_double_down: [百度网盘](https://pan.baidu.com/s/1AZDcEAFwwc1OC3KCd7EDnQ) (提取码:basr) :arrow_double_down: [Google Drive](https://drive.google.com/drive/folders/1gt5eT293esqY0yr1Anbm36EdnxWW_5oH?usp=sharing) <br>
 :chart_with_upwards_trend: [wandb的训练曲线](https://app.wandb.ai/xintao/basicsr) <br>
 :computer: [训练和测试的命令](docs/TrainTest_CN.md) <br>
 :zap: [HOWTOs](#zap-howtos)
 
 ---
 
-BasicSR (**Basic** **S**uper **R**estoration) 是一个基于 PyTorch 的开源图像视频复原工具箱, 比如 超分辨率, 去噪, 去模糊, 去 JPEG 压缩噪声等.<br>
-<sub>([ESRGAN](https://github.com/xinntao/ESRGAN), [EDVR](https://github.com/xinntao/EDVR), [DNI](https://github.com/xinntao/DNI), [SFTGAN](https://github.com/xinntao/SFTGAN))</sub>
-<sub>([HandyView](https://gitee.com/xinntao/HandyView), [HandyFigure](https://gitee.com/xinntao/HandyFigure), [HandyCrawler](https://gitee.com/xinntao/HandyCrawler), [HandyWriting](https://gitee.com/xinntao/HandyWriting))</sub>
+BasicSR (**Basic** **S**uper **R**estoration) 是一个基于 PyTorch 的开源图像视频复原工具箱, 比如 超分辨率, 去噪, 去模糊, 去 JPEG 压缩噪声等.
 
-## :sparkles: 新的特性
+:triangular_flag_on_post: **新的特性/更新**
 
-- July 31, 2021. Add **bi-directional video super-resolution** codes: [**BasicVSR** and IconVSR](https://arxiv.org/abs/2012.02181).
-- July 20, 2021. Add **dual-blind face restoration** codes: [**HiFaceGAN**](https://github.com/Lotayou/Face-Renovation) codes by [Lotayou](https://lotayou.github.io/).
-- Nov 29, 2020. 添加 **ESRGAN** and **DFDNet** [colab demo](colab).
-- Sep 8, 2020. 添加 **盲人脸复原**测试代码: [DFDNet](https://github.com/csxmli2016/DFDNet).
-- Aug 27, 2020. 添加 **StyleGAN2 训练和测试** 代码: [StyleGAN2](https://github.com/rosinality/stylegan2-pytorch).
+- :white_check_mark: Aug 5, 2021. 添加了NIQE， 它输出和MATLAB一样的结果 (both are 5.7296 for tests/data/baboon.png).
+- :white_check_mark: July 31, 2021. Add **bi-directional video super-resolution** codes: [**BasicVSR** and IconVSR](https://arxiv.org/abs/2012.02181).
+- :white_check_mark: July 20, 2021. Add **dual-blind face restoration** codes: [**HiFaceGAN**](https://github.com/Lotayou/Face-Renovation) codes by [Lotayou](https://lotayou.github.io/).
+- :white_check_mark: Nov 29, 2020. 添加 **ESRGAN** and **DFDNet** [colab demo](colab).
+- :white_check_mark: Sep 8, 2020. 添加 **盲人脸复原**测试代码: [DFDNet](https://github.com/csxmli2016/DFDNet).
+- :white_check_mark: Aug 27, 2020. 添加 **StyleGAN2 训练和测试** 代码: [StyleGAN2](https://github.com/rosinality/stylegan2-pytorch).
 
 <details>
   <summary>更多</summary>
@@ -40,6 +41,25 @@ BasicSR (**Basic** **S**uper **R**estoration) 是一个基于 PyTorch 的开源
 </ul>
 </details>
 
+:sparkles: **使用 BasicSR 的项目**
+- [**Real-ESRGAN**](https://github.com/xinntao/Real-ESRGAN): 通用图像复原的实用算法
+- [**GFPGAN**](https://github.com/TencentARC/GFPGAN): 真实场景人脸复原的实用算法
+
+如果你的开源项目中使用了`BasicSR`, 欢迎联系我 ([邮件](#e-mail-%E8%81%94%E7%B3%BB)或者开一个issue/pull request)。我会将你的开源项目添加到上面的列表中 :blush:
+
+---
+
+如果 BasicSR 对你有所帮助，欢迎 :star: 这个仓库或推荐给你的朋友。Thanks:blush: <br>
+其他推荐的项目:<br>
+:arrow_forward: [Real-ESRGAN](https://github.com/xinntao/Real-ESRGAN): 通用图像复原的实用算法<br>
+:arrow_forward: [GFPGAN](https://github.com/TencentARC/GFPGAN): 真实场景人脸复原的实用算法<br>
+:arrow_forward: [facexlib](https://github.com/xinntao/facexlib): 提供实用的人脸相关功能的集合<br>
+:arrow_forward: [HandyView](https://github.com/xinntao/HandyView): 基于PyQt5的 方便的看图比图工具<br>
+<sub>([ESRGAN](https://github.com/xinntao/ESRGAN), [EDVR](https://github.com/xinntao/EDVR), [DNI](https://github.com/xinntao/DNI), [SFTGAN](https://github.com/xinntao/SFTGAN))</sub>
+<sub>([HandyView](https://gitee.com/xinntao/HandyView), [HandyFigure](https://gitee.com/xinntao/HandyFigure), [HandyCrawler](https://gitee.com/xinntao/HandyCrawler), [HandyWriting](https://gitee.com/xinntao/HandyWriting))</sub>
+
+---
+
 ## :zap: HOWTOs
 
 我们提供了简单的流程来快速上手 训练/测试/推理 模型. 这些命令并不能涵盖所有用法, 更多的细节参见下面的部分.