updated readme

README.md

 # SkinDetector
-This is a high-speed python based skin detection system using OpenCV, it is done using adaptive thresholding, reference papers can be found below. It is designed for processing VGA sized images in real time for the [Gesture Control](https://github.com/WillBrennan/GestureControl) project.
+This is a high-speed python based skin detection system using OpenCV, it is done using adaptive thresholding, reference
+papers can be found below. It is designed for processing VGA sized images in real time for Gesture Control.
 
 
 ## Quick Start
-Getting the app to run is pretty easy. This script will not [install OpenCV](http://docs.opencv.org/doc/tutorials/introduction/linux_install/linux_install.html). However to install the rest of the project dependencies and run the demo script use the following commands.
+Getting the app to run is pretty easy. This script will not [install OpenCV](http://docs.opencv.org/doc/tutorials/introduction/linux_install/linux_install.html).
+However to install the rest of the project dependencies and run the demo script use the following commands;
 
 ```bash
 # Clone the repo
@@ -11,20 +13,15 @@ git clone https://github.com/WillBrennan/SkinDetector && cd SkinDetector
 # Install requirements
 python setup.py install
 # Run the bot
-python main.py <directory of images> --display
+python FromFile.py <directory of images> --display
 ```
 ## Usage
-Usage of this as  a submodule is simple, just clone into your projects directory (or preferably add as a git submodule), and your ready to go. Below
-is an example code usage.
 
 ```python
-import os
 import cv2
-import numpy
 import SkinDetector
 
 img_path = raw_input("Please Enter Image Path")
-assert os.path.exists(img_path), "img_path does not exsist"
 image = cv2.imread(img_path)
 mask = SkinDetector.process(image)
 cv2.imshow("input", image)
@@ -32,10 +29,8 @@ cv2.imshow("mask", mask)
 cv2.waitKey(0)
 ```
 
-## References
-[Skin Segementation Using Multiple Thresholds](http://www.ivl.disco.unimib.it/papers2003/EI06-EI109%20Skin-paper.pdf)
-
-
 ## Demonstration
-![Demo on Astronaught](https://raw.githubusercontent.com/WillBrennan/SkinDetector/master/demo.png "Demonstration")
+![Demo on Astronaut](https://raw.githubusercontent.com/WillBrennan/SkinDetector/master/docs/assets/demo.png "Demonstration")
 
+## Based Upon
+[Skin Segmentation Using Multiple Thresholds](http://www.ivl.disco.unimib.it/papers2003/EI06-EI109%20Skin-paper.pdf)