Add release note 2.1.0 (#515)

* add release note 2.1.0

Add release note 2.1.0 (#515)
* add release note 2.1.0
79a6419f · LielinJiang · GitHub · 47f420f1 · 79a6419f · 79a6419f
5 changed file
--- a/README.md
+++ b/README.md
@@ -33,7 +33,7 @@ GAN-Generative Adversarial Network, was praised by "the Father of Convolutional
  <div align='center'>
    <img src='https://user-images.githubusercontent.com/48054808/141226707-58bd661e-2102-4fb7-8e18-c794a6b59ee8.gif' width='600'/>
  </div>
- 
+
 - 👩‍🚀 **A Space Odyssey ：[LapStyle](./docs/zh_CN/tutorials/lap_style.md) image translation take you travel around the universe**👨‍🚀

  - **[Online Toturials](https://aistudio.baidu.com/aistudio/projectdetail/2343740?contributionType=1)**
@@ -51,7 +51,7 @@ GAN-Generative Adversarial Network, was praised by "the Father of Convolutional
    <div align='center'>
      <img src='https://ai-studio-static-online.cdn.bcebos.com/da1c51844ac048aa8d4fa3151be95215eee75d8bb488409d92ec17285b227c2c' width='250'/>
    </div>
-  
+
 - **💞 Add Face Morphing function💞 : you can perfectly merge any two faces and make the new face get any facial expressions!**

  - Tutorials: https://aistudio.baidu.com/aistudio/projectdetail/2254031
@@ -61,10 +61,10 @@ GAN-Generative Adversarial Network, was praised by "the Father of Convolutional
    </div>

 - **Publish a new version of First Oder Motion model by having two impressive features:**
-  - High resolution 512x512 
+  - High resolution 512x512
  - Face Enhancement
-  - Tutorials: https://github.com/PaddlePaddle/PaddleGAN/blob/develop/docs/zh_CN/tutorials/motion_driving.md 
-  
+  - Tutorials: https://github.com/PaddlePaddle/PaddleGAN/blob/develop/docs/zh_CN/tutorials/motion_driving.md
+
 - **New image translation ability--transfer photo into oil painting style:**

  - Complete tutorials for deployment: https://github.com/wzmsltw/PaintTransformer
@@ -77,7 +77,7 @@ GAN-Generative Adversarial Network, was praised by "the Father of Convolutional

 #### **Installation**

-* Environment dependence: 
+* Environment dependence:
   - PaddlePaddle >= 2.1.0
   - Python >= 3.6
   - CUDA >= 10.1
@@ -124,7 +124,7 @@ You can run those projects in the [AI Studio](https://aistudio.baidu.com/aistudi

 ## Examples

-### Face Morphing 
+### Face Morphing

 <div align='center'>
  <img src='https://user-images.githubusercontent.com/48054808/129020371-75de20d1-705b-44b1-8254-e09710124244.gif'width='700' />
@@ -199,6 +199,29 @@ You can run those projects in the [AI Studio](https://aistudio.baidu.com/aistudi


 ## Changelog
+- v2.1.0 (2021.12.8)
+   - Release a video super-resolution model PP-MSVSR and multiple pre-training weights
+   - Release several SOTA video super-resolution models and their pre-trained models such as BasicVSR, IconVSR and BasicVSR++
+   - Release the light-weight motion-driven model(Volume compression: 229M->10.1M), and optimized the fusion effect
+   - Release high-resolution FOMM and Wav2Lip pre-trained models
+   - Release several interesting applications based on StyleGANv2, such as face inversion, face fusion and face editing
+   - Released Baidu’s self-developed and effective style transfer model LapStyle and its interesting applications, and launched the official website [experience page](https://www.paddlepaddle.org.cn/paddlegan)
+   - Release a light-weight image super-resolution model PAN
+
+- v2.0.0 (2021.6.2)
+  - Release [Fisrt Order Motion](https://github.com/PaddlePaddle/PaddleGAN/blob/develop/docs/en_US/tutorials/motion_driving.md) model and multiple pre-training weights
+  - Release applications that support [Multi-face action driven](https://github.com/PaddlePaddle/PaddleGAN/blob/develop/docs/en_US/tutorials/motion_driving.md#1-test-for-face)
+  - Release video super-resolution model [EDVR](https://github.com/PaddlePaddle/PaddleGAN/blob/develop/docs/en_US/tutorials/video_super_resolution.md) and multiple pre-training weights
+  - Release the contents of [7-day punch-in training camp](https://github.com/PaddlePaddle/PaddleGAN/tree/develop/education) corresponding to PaddleGAN
+  - Enhance the robustness of PaddleGAN running on the windows platform
+
+- v2.0.0-beta (2021.3.1)
+  - Completely switch the API of Paddle 2.0.0 version.
+  - Release of super-resolution models: ESRGAN, RealSR, LESRCNN, DRN, etc.
+  - Release lip migration model: Wav2Lip
+  - Release anime model of Street View: AnimeGANv2
+  - Release face animation model: U-GAT-IT, Photo2Cartoon
+  - Release SOTA generation model: StyleGAN2

 - v0.1.0 (2020.11.02)
  - Release first version, supported models include Pixel2Pixel, CycleGAN, PSGAN. Supported applications include video frame interpolation, super resolution, colorize images and videos, image animation.

--- a/README_cn.md
+++ b/README_cn.md
@@ -27,7 +27,7 @@ GAN--生成对抗网络，被“卷积网络之父”**Yann LeCun（杨立昆）
  - **报名链接💡：https://paddleqiyeban.wjx.cn/vj/tKidSqZ.aspx?udsid=453804**

  ⭐ **扫码加入技术交流群** ⭐
-  
+
  <div align='center'>
    <img src='https://user-images.githubusercontent.com/48054808/144846956-cca238df-4106-43d5-a21e-7370f501971a.png' width='200'/>
  </div>
@@ -45,8 +45,8 @@ GAN--生成对抗网络，被“卷积网络之父”**Yann LeCun（杨立昆）
  **想要看直播回放视频请点击链接：https://www.bilibili.com/video/BV1GZ4y1g7xc**

 ## 产品动态
- 💛 **最新发布** 💛 
-  
+- 💛 **最新发布** 💛
+
  👀 **视频超分SOTA算法[PP-MSVSR](./docs/zh_CN/tutorials/video_super_resolution.md)：一行命令从"马赛克"到"高清影像"** 👀
  <div align='center'>
    <img src='https://user-images.githubusercontent.com/48054808/144848981-00c6ad21-0702-4381-9544-becb227ed9f0.gif' width='600'/>
@@ -229,6 +229,14 @@ GAN--生成对抗网络，被“卷积网络之父”**Yann LeCun（杨立昆）


 ## 版本更新
+- v2.1.0 (2021.12.8)
+  - 发布视频超分辨率模型PP-MSVSR以及多个预训练权重
+  - 发布BasicVSR，IconVSR与Basicvsr++等多个效果领先的视频超分辨率模型及其预训练模型
+  - 发布轻量级动作驱动模型（体积压缩：229M->10.1M），并优化融合效果
+  - 发布高分辨率的FOMM和Wav2Lip预训练模型
+  - 发布人脸反演，人脸融合和人脸编辑等多个基于StyleGANv2的有趣应用
+  - 发布百度自研且效果领先的风格迁移模型LapStyle及其有趣应用，并上线官网[体验页面](https://www.paddlepaddle.org.cn/paddlegan)
+  - 发布轻量的图像超分辨模型PAN

 - v2.0.0 (2021.6.2)
  - 发布[Fisrt Order Motion](https://github.com/PaddlePaddle/PaddleGAN/blob/develop/docs/en_US/tutorials/motion_driving.md)模型以及多个预训练权重
@@ -236,6 +244,15 @@ GAN--生成对抗网络，被“卷积网络之父”**Yann LeCun（杨立昆）
  - 发布视频超分辨模型[EDVR](https://github.com/PaddlePaddle/PaddleGAN/blob/develop/docs/en_US/tutorials/video_super_resolution.md)以及多个预训练权重
  - 发布PaddleGAN对应的[七日打卡训练营](https://github.com/PaddlePaddle/PaddleGAN/tree/develop/education)内容
  - 增强PaddleGAN在windows平台运行的鲁棒性
+
+- v2.0.0-beta (2021.3.1)
+  - 完全切换Paddle 2.0.0版本的API。
+  - 发布超分辨模型：ESRGAN，RealSR，LESRCNN，DRN等
+  - 发布唇形迁移模型：Wav2Lip
+  - 发布街景动漫化模型：AnimeGANv2
+  - 发布人脸动漫化模型：U-GAT-IT ，Photo2Cartoon
+  - 发布高清人脸生成模型：StyleGAN2
+
 - v0.1.0 (2020.11.02)
  - 初版发布，支持Pixel2Pixel、CycleGAN、PSGAN模型，支持视频插针、超分、老照片/视频上色、视频动作生成等应用。
  - 模块化设计，接口简单易用。

--- a/docs/en_US/tutorials/motion_driving.md
+++ b/docs/en_US/tutorials/motion_driving.md
@@ -31,7 +31,7 @@ The proposed method is not exclusively for facial expression transfer, it also s

    At the same time, PaddleGAN also provides a ["faceutils" tool](https://github.com/PaddlePaddle/PaddleGAN/tree/develop/ppgan/faceutils) for face-related work, including face detection, face segmentation, keypoints detection, etc.

- #### Face Enhancement 
+- #### Face Enhancement

  - **This effect significantly improves the definition of the driven video.**

@@ -154,8 +154,8 @@ Currently, we use mobilenet combined with pruning to compress models, see the co

 |            | Size(M) | reconstruction loss |
 | ---------- | ------- | ------------------- |
-| Original   | 229     | 0.012058867         |
-| Compressed | 6.1     | 0.015025159         |
+| Original   | 229     | 0.041781392         |
+| Compressed | 10.1    | 0.047878753         |

 **Training:** First, set mode in configs/firstorder_vox_mobile_256.yaml as kp_detector, train the compressed kp_detector model, and immobilize the original  generator model. Then set mode in configs/firstorder_vox_mobile_256.yaml as generator，train the compressed generator model, and immobilize the original kp_detector model. Finally, set mode as both and modify kp_weight_path and gen_weight_path in the config to the path of trained model to train together。


--- a/ppgan/version.py
+++ b/ppgan/version.py
@@ -12,4 +12,4 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.

-ppgan_version = '2.0.0'
+ppgan_version = '2.1.0'
--- a/requirements.txt
+++ b/requirements.txt
@@ -10,3 +10,4 @@ numba==0.53.1
 easydict
 munch
 natsort
+matplotlib