From 47bc434f16c294f0ff2a89dedefa19e6f730bde2 Mon Sep 17 00:00:00 2001
From: Cameron <cysmith1010@gmail.com>
Date: Tue, 25 Oct 2016 16:32:59 -0600
Subject: Update README.md

---
 README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index e966c6e..11e91a2 100644
--- a/README.md
+++ b/README.md
@@ -155,7 +155,7 @@ Animations can be rendered by applying the algorithm to each source frame.  For
 </p> 
 
 ### Gradient Descent Initialization
-The gradient descent is controlled using `--init_img_type` for single images and `--init_frame_type` and `--init_first_frame_type` for video frames.  For a single image, the gradient descent can be initialized with white noise `random`, the content image `content`, or the style image `style`. For video frames, the gradient descent can also be initialized with the previous stylized frame `prev` or the previous stylized frame warped to the current frame `prev_warp`.  White noise allows an arbitrary number of distinct images to be generated.  Whereas, initializing with a fixed image converges to the same output.
+The gradient descent is controlled using `--init_img_type` for single images and `--init_frame_type` or `--init_first_frame_type` for video frames.  For a single image, the gradient descent can be initialized with white noise `random`, the content image `content`, or the style image `style`. For video frames, the gradient descent can also be initialized with the previous stylized frame `prev` or the previous stylized frame warped to the current frame `prev_warp`.  White noise allows an arbitrary number of distinct images to be generated.  Whereas, initializing with a fixed image converges to the same output.
 
 Here we reproduce Figure 6 from the first paper:
 <p align="center">
@@ -167,8 +167,8 @@ Here we reproduce Figure 6 from the first paper:
 <img src="examples/initialization/init_random_3.png" height="192px">
 <img src="examples/initialization/init_random_4.png" height="192px">
 </p>
-*Top row (Left to right)*: Initialized with the content image, the style image, white noise with `--seed 1`   
-*Bottom row (Left to right)*: white noise with `--seed 2`, white noise with `--seed 3`, white noise with `--seed 4`
+*Top row (Left to right)*: Initialized with the content image, the style image, white noise & `--seed 1`   
+*Bottom row (Left to right)*: Initialized with white noise & `--seed 2`, white noise & `--seed 3`, white noise & `--seed 4`
 
 ## Setup
 #### Dependencies:
-- 
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