diff --git a/README.md b/README.md
index 7be56b1b3..119b0f079 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # DeepSteg
-## Implementation of _Hidding Images in Plain Sight: Deep Steganography_ in Pytorch
+## Implementation of _Hiding Images in Plain Sight: Deep Steganography_ in Pytorch
 
-This is an unofficial implementation in Pytorch of _Hidding Images in Plain Sight: Deep Steganography_ **by Shumeet Baluja (NIPS 2017)** for the Global NIPS Paper Implementation Challenge. Here is the [original paper](https://papers.nips.cc/paper/6802-hiding-images-in-plain-sight-deep-steganography).
+This is an unofficial implementation in Pytorch of _Hiding Images in Plain Sight: Deep Steganography_ **by Shumeet Baluja (NIPS 2017)** for the Global NIPS Paper Implementation Challenge. Here is the [original paper](https://papers.nips.cc/paper/6802-hiding-images-in-plain-sight-deep-steganography).
 
 ### History
 
@@ -24,18 +24,18 @@ Steganography is the art of hidding a piece of information in a carrier which, a
 > all of the available bits.
 
 ### Idea
-The architecture includes a Prep Network, a Hidding Network and a Reveal Network. Input is secret and cover images and output is hidden image (output of Hidding Network) and output image (output of Reveal Network).
+The architecture includes a Prep Network, a Hiding Network and a Reveal Network. Input is secret and cover images and output is hidden image (output of Hiding Network) and output image (output of Reveal Network).
 
 ![Idea](https://github.com/lesscomfortable/DeepSteg/blob/master/Images/DeepStegIdea2.png)
 
-Source: Hidding Images in Plain Sight: Deep Steganography, Shumeet Baluja, 2017
+Source: Hiding Images in Plain Sight: Deep Steganography, Shumeet Baluja, 2017
 
 ### Errors
 Error Term 1 (difference between cover and hidding image) is backprops only through first two networks while Error Term 2 (differnce between secret and output image) backprops through all four networks.
 
 ![Errors](https://github.com/lesscomfortable/DeepSteg/blob/master/Images/DeepStegIdea.png)
 
-Source: Hidding Images in Plain Sight: Deep Steganography, Shumeet Baluja, 2017
+Source: Hiding Images in Plain Sight: Deep Steganography, Shumeet Baluja, 2017
 
 ### Results