readme

README.md

 # PyTorch-Encoding-Layer
 
-:x: **In progress, please visit our [Torch Implementation](https://github.com/zhanghang1989/Deep-Encoding).**
-This repo is a PyTorch implementation of Encoding Layer as described in the paper:
-
 **Deep TEN: Texture Encoding Network** [[arXiv]](https://arxiv.org/pdf/1612.02844.pdf)  
   [Hang Zhang](http://hangzh.com/), [Jia Xue](http://jiaxueweb.com/), [Kristin Dana](http://eceweb1.rutgers.edu/vision/dana.html)
 ```
@@ -13,12 +10,17 @@ This repo is a PyTorch implementation of Encoding Layer as described in the pape
   year={2016}
 }
 ```
+If you would like to reproduce the texture recognition benchmark in the paper, please visit our original [Torch implementation](https://github.com/zhanghang1989/Deep-Encoding).
 
 ## Installation
-- Dependencies
-	* Install PyTorch from source
-- Installing package
+- Install PyTorch from source
+	* Install PyTorch from source to the `$HOME` directory, you can follow the [PyTorch tutorial](https://github.com/pytorch/pytorch#install-pytorch). 
 
+- Installing package
+	* Clone the repo
+	```bash
+	git clone git@github.com:zhanghang1989/PyTorch-Encoding-Layer.git && cd PyTorch-Encoding-Layer
+	```
 	* On Linux
 	```bash
 	python setup.py install