Update README.md

README.md

@@ -6,19 +6,25 @@ This porject based on "semantic segmentation" and "Image-to-Image Translation".<
 * [中文版README](./README_CN.md)<br>
 
 ### More example
+
 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)
+
 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) 
+
 * Style Transfer
+
 origin | to Van Gogh | to winter
 :-:|:-:|:-:
 ![image](./imgs/example/SZU.jpg) | ![image](./imgs/example/SZU_vangogh.jpg) | ![image](./imgs/example/SZU_summer2winter.jpg) 
+
 An interesting example:[Ricardo Milos to cat](https://www.bilibili.com/video/BV1Q7411W7n6)
 
 ## Run DeepMosaics

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.<br>它基于“语义分割”以及“图像翻译”.<br>
 
 ### 更多例子
+
 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) 
+
 * 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) 
+
 一个有意思的尝试:[香蕉君♂猫](https://www.bilibili.com/video/BV1Q7411W7n6)
 
 ## 如何运行

docs/exe_help.md

@@ -17,6 +17,7 @@ Attentions:<br>
 
 ### Introduction to pre-trained models
 * Mosaic
+
 |               Name               |                         Description                         |
 | :------------------------------: | :---------------------------------------------------------: |
 |           add_face.pth           |          Add mosaic to all faces in images/videos.          |
@@ -27,6 +28,7 @@ Attentions:<br>
 |    clean_youknow_video_HD.pth    | Clean mosaic to all (FBI Warning) in videos.<br>(RAM > 8GB) |
 
 *  Style Transfer
+
 |          Name           |                        Description                        |
 | :---------------------: | :-------------------------------------------------------: |
 | style_apple2orange.pth  | Convert apples to oranges. |
@@ -55,6 +57,7 @@ Attentions:<br>
 ### Introduction to options
 If you need more effects,  use '--option your-parameters' to enter what you need.
 * Base
+
 |    Option    |                Description                 |                 Default                 |
 | :----------: | :----------------------------------------: | :-------------------------------------: |
 |  --use_gpu   |           if -1, do not use gpu            |                    0                    |
@@ -65,6 +68,7 @@ If you need more effects,  use '--option your-parameters' to enter what you need
 |    --fps     |     read and output fps, if 0-> origin     |                    0                    |
 
 * AddMosaic
+
 |      Option      |                         Description                          | Default  |
 | :--------------: | :----------------------------------------------------------: | :------: |
 |   --mosaic_mod   | type of mosaic -> squa_avg/ squa_random/ squa_avg_circle_edge/ rect_avg/random | squa_avg |
@@ -73,6 +77,7 @@ If you need more effects,  use '--option your-parameters' to enter what you need
 | --mask_threshold |         threshold of recognize mosaic position 0~255         |    64    |
 
 * CleanMosaic
+
 |    Option     |                         Description                          | Default |
 | :-----------: | :----------------------------------------------------------: | :-----: |
 | --traditional | if specified, use traditional image processing methods to clean mosaic |         |
@@ -81,6 +86,7 @@ If you need more effects,  use '--option your-parameters' to enter what you need
 | --medfilt_num |        medfilt window of mosaic movement in the video        |   11    |
 
 * Style Transfer
+
 |    Option     |             Description              | Default |
 | :-----------: | :----------------------------------: | :-----: |
 | --output_size | size of output media, if 0 -> origin |   512   |
\ No newline at end of file

docs/exe_help_CN.md

@@ -18,6 +18,7 @@
 当前的预训练模型分为两类——添加/移除马赛克以及风格转换.
 
 * 马赛克
+
 |              文件名              |                     描述                      |
 | :------------------------------: | :-------------------------------------------: |
 |           add_face.pth           |           对图片或视频中的脸部打码            |
@@ -28,6 +29,7 @@
 |    clean_youknow_video_HD.pth    | 对视频中的十八禁内容去码<br>(要求内存 > 8GB)  |
 
 * 风格转换
+
 |          文件名        |                        描述                        |
 | :---------------------: | :-------------------------------------------------------: |
 | style_apple2orange.pth  | 苹果变橙子 |
@@ -57,6 +59,7 @@
 ### 参数说明
 如果需要更多的效果,  请按照 '--option your-parameters' 输入所需要的参数
 * 基本
+
 |    选项    |        描述         |                 默认                 |
 | :----------: | :------------------------: | :-------------------------------------: |
 |  --use_gpu   |   if -1, do not use gpu    |                    0                    |
@@ -66,20 +69,25 @@
 | --result_dir | 保存路径 |                 ./result          |
 |    --fps    |    限制视频输出的fps，0则为默认    |                 0                  |
 *  添加马赛克
+
 |    选项    |        描述       |                 默认                 |
 | :----------: | :------------------------: | :-------------------------------------: |
 | --mosaic_mod | 马赛克类型 -> squa_avg/ squa_random/ squa_avg_circle_edge/ rect_avg/random |                    squa_avg                    |
 | --mosaic_size | 马赛克大小，０则为自动 |            0            |
 |    --mask_extend    |    拓展马赛克区域    |         10  |
 | --mask_threshold | 马赛克区域识别阈值 0~255 | 64 |
+
 * 去除马赛克
+
 |    选项    |        描述       |                 默认                 |
 | :----------: | :------------------------: | :-------------------------------------: |
 | --traditional | 如果输入这个参数则使用传统方法清除马赛克 |                                        |
 | --tr_blur | 传统方法模糊尺寸 |            10            |
 |    --tr_down    |    传统方法下采样尺寸    |         10  |
 | --medfilt_num | medfilt window of mosaic movement in the video | 11 |
+
 * 风格转换
+
 |    选项    |        描述       |                 默认                 |
 | :----------: | :------------------------: | :-------------------------------------: |
 | --output_size | 输出媒体的尺寸，如果是０则为原始尺寸 |512|
\ No newline at end of file

docs/options_introduction.md

@@ -2,6 +2,7 @@
 If you need more effects,  use '--option your-parameters' to enter what you need.
 
 ### Base
+
 |    Option    |        Description         |                 Default                 |
 | :----------: | :------------------------: | :-------------------------------------: |
 |  --use_gpu   |   if -1, do not use gpu    |                    0                    |
@@ -12,6 +13,7 @@ If you need more effects,  use '--option your-parameters' to enter what you need
 |    --fps    |    read and output fps, if 0-> origin    |                 0                  |
 
 ### AddMosaic
+
 |    Option    |        Description         |                 Default                 |
 | :----------: | :------------------------: | :-------------------------------------: |
 | --mosaic_mod | type of mosaic -> squa_avg/ squa_random/ squa_avg_circle_edge/ rect_avg/random |                    squa_avg                    |
@@ -20,6 +22,7 @@ If you need more effects,  use '--option your-parameters' to enter what you need
 | --mask_threshold | threshold of recognize mosaic position 0~255 | 64 |
 
 ### CleanMosaic
+
 |    Option    |        Description         |                 Default                 |
 | :----------: | :------------------------: | :-------------------------------------: |
 | --traditional | if specified, use traditional image processing methods to clean mosaic |                                        |
@@ -28,6 +31,7 @@ If you need more effects,  use '--option your-parameters' to enter what you need
 | --medfilt_num | medfilt window of mosaic movement in the video | 11 |
 
 ### Style Transfer
+
 |    Option    |        Description         |                 Default                 |
 | :----------: | :------------------------: | :-------------------------------------: |
 | --output_size | size of output media, if 0 -> origin |512|
\ No newline at end of file

docs/options_introduction_CN.md

@@ -2,6 +2,7 @@
 如果需要更多的效果,  请按照 '--option your-parameters' 输入所需要的参数
 
 ### 基本
+
 |    选项    |        描述         |                 默认                 |
 | :----------: | :------------------------: | :-------------------------------------: |
 |  --use_gpu   |   if -1, do not use gpu    |                    0                    |
@@ -12,6 +13,7 @@
 |    --fps    |    限制视频输出的fps，0则为默认    |                 0                  |
 
 ### 添加马赛克
+
 |    选项    |        描述       |                 默认                 |
 | :----------: | :------------------------: | :-------------------------------------: |
 | --mosaic_mod | 马赛克类型 -> squa_avg/ squa_random/ squa_avg_circle_edge/ rect_avg/random |                    squa_avg                    |
@@ -20,6 +22,7 @@
 | --mask_threshold | 马赛克区域识别阈值 0~255 | 64 |
 
 ### 去除马赛克
+
 |    选项    |        描述       |                 默认                 |
 | :----------: | :------------------------: | :-------------------------------------: |
 | --traditional | 如果输入这个参数则使用传统方法清除马赛克 |                                        |
@@ -28,6 +31,7 @@
 | --medfilt_num | medfilt window of mosaic movement in the video | 11 |
 
 ### 风格转换
+
 |    选项    |        描述       |                 默认                 |
 | :----------: | :------------------------: | :-------------------------------------: |
 | --output_size | 输出媒体的尺寸，如果是０则为原始尺寸 |512|
\ No newline at end of file

docs/pre-trained_models_introduction.md

@@ -3,6 +3,7 @@ The current pre-trained models are divided into two categories(Add/Clean mosaic
 Download  pre-trained model via [[Google Drive]](https://drive.google.com/open?id=1LTERcN33McoiztYEwBxMuRjjgxh4DEPs)  [[百度云,提取码1x0a]](https://pan.baidu.com/s/10rN3U3zd5TmfGpO_PEShqQ) <br>
 
 ### Mosaic
+
 |               Name               |                         Description                         |
 | :------------------------------: | :---------------------------------------------------------: |
 |           add_face.pth           |          Add mosaic to all faces in images/videos.          |
@@ -13,6 +14,7 @@ Download  pre-trained model via [[Google Drive]](https://drive.google.com/open?i
 |    clean_youknow_video_HD.pth    | Clean mosaic to all (FBI Warning) in videos.<br>(RAM > 8GB) |
 
 ### Style Transfer
+
 |          Name           |                        Description                        |
 | :---------------------: | :-------------------------------------------------------: |
 | style_apple2orange.pth  | Convert apples to oranges. |

docs/pre-trained_models_introduction_CN.md

@@ -3,6 +3,7 @@
 可以通过以下方式下载预训练模型 [[Google Drive]](https://drive.google.com/open?id=1LTERcN33McoiztYEwBxMuRjjgxh4DEPs)  [[百度云,提取码1x0a]](https://pan.baidu.com/s/10rN3U3zd5TmfGpO_PEShqQ) <br>
 
 ### 马赛克
+
 |              文件名              |                     描述                      |
 | :------------------------------: | :-------------------------------------------: |
 |           add_face.pth           |           对图片或视频中的脸部打码            |
@@ -13,6 +14,7 @@
 |    clean_youknow_video_HD.pth    | 对视频中的十八禁内容去码<br>(要求内存 > 8GB)  |
 
 ### 风格转换
+
 |          文件名        |                        描述                        |
 | :---------------------: | :-------------------------------------------------------: |
 | style_apple2orange.pth  | 苹果变橙子 |