Update README.md

README.md

@@ -8,7 +8,7 @@ arXiv: [https://arxiv.org/abs/1902.06838](https://arxiv.org/abs/1902.06838)
 ![Teaser GUI](imgs/GUI.gif)
 
 ## Overview
-We learn to edit face image with a deep network. Our network SC-FEGAN is well suited to generate high quality synthetic image using intuitive user inputs with sketch and color. We used SN-patchGAN discriminator and Unet-like generator with gated convolutional layers.
+Edit face images using a a deep neural network. Users can edit face images using intuitive inputs such as sketching and coloring, from which our network SC-FEGAN generates high quality synthetic images. We used SN-patchGAN discriminator and Unet-like generator with gated convolutional layers.
 
 ![Teaser Image](imgs/teaser.jpg)
 
@@ -20,37 +20,38 @@ We learn to edit face image with a deep network. Our network SC-FEGAN is well su
 - opencv-python
 - pyyaml
 
-## Usage
+## Setup
 First, download the model from [Google drive](https://drive.google.com/open?id=1VPsYuIK_DY3Gw07LEjUhg2LwbEDlFpq1).
 
-Basic usage is:
+Run these commands to start the program.
   ```
   mv /${HOME}/SC-FEGAN.ckpt.* /${HOME}/ckpt/
   python3 demo.py
   ```
 
-Select the number of GPU by editing `demo.yaml` file (not support multi-GPUs).
+Select the number of GPUs you want to use by editing `demo.yaml` file (multi-GPUs are not supported).
   ```
   GPU_NUM: 1 (the number you want to use)
   #GPU_NUM: (if you want to use only CPU, erase the number)
   ```
-
-You can use our network with simple GUI. The only erased regions are filled.
 
-The buttons in GUI:
+## How to Use
+Edit face images using a simple GUI. Only erased regions of the image are filled in by the network.
+
+Explanation of the buttons:
 
-- `Open Image`: Open the image you want to edit and reset sketch and color.
-- `Mask`: Click this button and draw the mask on the left viewer.
-- `Sketches`: Click this button and draw the line for sketch on the left viewer.
-- `Color`: Click this button and draw the line for color. If you click this first time, you have to choose the color from palette.
-- `Palette`: Click this button to change color. If you choose the color, then click the `Color` button to change.
-- `Save Img`: Click this button to save results. It is saved as '*name.jpg*'.
+- `Open Image`: Open the image you want to edit.
+- `Mask`: Draw a mask on the desired regions of the face on the left viewer.
+- `Sketches`: Sketch the desired lines on the left viewer.
+- `Color`: Draw colored lines. If you click this button the first time, you have to choose a color from the palette.
+- `Palette`: Change color. After choosing a color, click the `Color` button to apply the change.
+- `Save Img`: Save the results. It is saved as '*name.jpg*'.
 - `Arrange`: Arrange the editing works.
 - `Undo`: Undo previous editing work.
-- `Complete`: Complete the image and show it on the right.
+- `Complete`: Generate the image and show it on the right viewer.
 
 
-We recommend using this in the following steps:
+We recommend using the following workflow:
   ```
   1. Draw the sketch plausibly referring to the original image.
   2. Draw the mask on the sketched region.