diff --git a/README.md b/README.md
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@@ -6,19 +6,25 @@ This porject based on "semantic segmentation" and "Image-to-Image Translation".<
* [中文版README](./README_CN.md)
### More example
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origin | auto add mosaic | auto clean mosaic
:-:|:-:|:-:
![image](./imgs/example/lena.jpg) | ![image](./imgs/example/lena_add.jpg) | ![image](./imgs/example/lena_clean.jpg)
![image](./imgs/example/youknow.png) | ![image](./imgs/example/youknow_add.png) | ![image](./imgs/example/youknow_clean.png)
+
* Compared with [DeepCreamPy](https://github.com/deeppomf/DeepCreamPy)
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mosaic image | DeepCreamPy | ours
:-:|:-:|:-:
![image](./imgs/example/face_a_mosaic.jpg) | ![image](./imgs/example/a_dcp.png) | ![image](./imgs/example/face_a_clean.jpg)
![image](./imgs/example/face_b_mosaic.jpg) | ![image](./imgs/example/b_dcp.png) | ![image](./imgs/example/face_b_clean.jpg)
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* Style Transfer
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origin | to Van Gogh | to winter
:-:|:-:|:-:
![image](./imgs/example/SZU.jpg) | ![image](./imgs/example/SZU_vangogh.jpg) | ![image](./imgs/example/SZU_summer2winter.jpg)
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An interesting example:[Ricardo Milos to cat](https://www.bilibili.com/video/BV1Q7411W7n6)
## Run DeepMosaics
diff --git a/README_CN.md b/README_CN.md
index fac53c0e2657e2cb61936e029e5f54c6bd01d02a..901e6302cbdfd0bef90ae3db0bbbc8afe15648f8 100644
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+++ b/README_CN.md
@@ -3,19 +3,25 @@
这是一个通过深度学习自动的为图片/视频添加马赛克,或消除马赛克的项目.
它基于“语义分割”以及“图像翻译”.
### 更多例子
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原始 | 自动打码 | 自动去码
:-:|:-:|:-:
![image](./imgs/example/lena.jpg) | ![image](./imgs/example/lena_add.jpg) | ![image](./imgs/example/lena_clean.jpg)
![image](./imgs/example/youknow.png) | ![image](./imgs/example/youknow_add.png) | ![image](./imgs/example/youknow_clean.png)
+
* 与 [DeepCreamPy](https://github.com/deeppomf/DeepCreamPy)相比较
马赛克图片 | DeepCreamPy | ours
+
:-:|:-:|:-:
![image](./imgs/example/face_a_mosaic.jpg) | ![image](./imgs/example/a_dcp.png) | ![image](./imgs/example/face_a_clean.jpg)
![image](./imgs/example/face_b_mosaic.jpg) | ![image](./imgs/example/b_dcp.png) | ![image](./imgs/example/face_b_clean.jpg)
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* 风格转换
+*
原始 | 梵高风格 | 转化为冬天
:-:|:-:|:-:
![image](./imgs/example/SZU.jpg) | ![image](./imgs/example/SZU_vangogh.jpg) | ![image](./imgs/example/SZU_summer2winter.jpg)
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一个有意思的尝试:[香蕉君♂猫](https://www.bilibili.com/video/BV1Q7411W7n6)
## 如何运行
diff --git a/docs/how_to_train.md b/docs/how_to_train.md
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-### make datasets