From 5ee095adde7b995568e31d6cd869b3f49eb59bc7 Mon Sep 17 00:00:00 2001
From: Cameron <cysmith1010@gmail.com>
Date: Wed, 26 Oct 2016 02:01:38 -0600
Subject: Update README.md

---
 README.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 706f8cd..8302fae 100644
--- a/README.md
+++ b/README.md
@@ -188,28 +188,28 @@ Here we reproduce Figure 3 from [the original paper](https://arxiv.org/abs/1508.
 </tr>
 <tr>
 <td>conv1_1</td>
-<td><img src="examples/layers/relu1_1_1e5.png" width="192"></td>
+<td><img src="examples/layers/conv1_1_1e5.png" width="192"></td>
 <td><img src="examples/layers/conv1_1_1e4.png" width="192"></td>
 <td><img src="examples/layers/conv1_1_1e3.png" width="192"></td>
 <td><img src="examples/layers/conv1_1_1e2.png" width="192"></td>
 </tr>
 <tr>
 <td>conv2_1</td>
-<td><img src="examples/layers/relu2_1_1e5.png" width="192"></td>
+<td><img src="examples/layers/conv2_1_1e5.png" width="192"></td>
 <td><img src="examples/layers/conv2_1_1e4.png" width="192"></td>
 <td><img src="examples/layers/conv2_1_1e3.png" width="192"></td>
 <td><img src="examples/layers/conv2_1_1e2.png" width="192"></td>
 </tr>
 <tr>
 <td>conv3_1</td>
-<td><img src="examples/layers/relu3_1_1e5.png" width="192"></td>
+<td><img src="examples/layers/conv3_1_1e5.png" width="192"></td>
 <td><img src="examples/layers/conv3_1_1e4.png" width="192"></td>
 <td><img src="examples/layers/conv3_1_1e3.png" width="192"></td>
 <td><img src="examples/layers/conv3_1_1e2.png" width="192"></td>
 </tr>
 <tr>
 <td>conv4_1</td>
-<td><img src="examples/layers/relu4_1_1e5.png" width="192"></td>
+<td><img src="examples/layers/conv4_1_1e5.png" width="192"></td>
 <td><img src="examples/layers/conv4_1_1e4.png" width="192"></td>
 <td><img src="examples/layers/conv4_1_1e3.png" width="192"></td>
 <td><img src="examples/layers/conv4_1_1e2.png" width="192"></td>
-- 
cgit v1.2.3-70-g09d2


From 44c9cc1649dfbed9f15a8dd7d5414b54a9571cff Mon Sep 17 00:00:00 2001
From: Cameron <cysmith1010@gmail.com>
Date: Wed, 26 Oct 2016 02:02:14 -0600
Subject: Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 8302fae..e580f62 100644
--- a/README.md
+++ b/README.md
@@ -209,7 +209,7 @@ Here we reproduce Figure 3 from [the original paper](https://arxiv.org/abs/1508.
 </tr>
 <tr>
 <td>conv4_1</td>
-<td><img src="examples/layers/conv4_1_1e5.png" width="192"></td>
+<td><img src="examples/layers/relu4_1_1e5.png" width="192"></td>
 <td><img src="examples/layers/conv4_1_1e4.png" width="192"></td>
 <td><img src="examples/layers/conv4_1_1e3.png" width="192"></td>
 <td><img src="examples/layers/conv4_1_1e2.png" width="192"></td>
-- 
cgit v1.2.3-70-g09d2


From efe8ca08a9be4c23bacb551970c4610681cac891 Mon Sep 17 00:00:00 2001
From: Cameron <cysmith1010@gmail.com>
Date: Wed, 26 Oct 2016 02:30:09 -0600
Subject: Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index e580f62..e0a89fe 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@ by Leon A. Gatys, Matthias Bethge, Aaron Hertzmann, Eli Shechtman
 
 Additionally, techniques are presented for semantic segmentation and multiple style transfer.
 
-The Neural Style algorithm combines the content of one image with the style of another image using convolutional neural networks. Below is an example of transferring the artistic style of [The Starry Night](https://en.wikipedia.org/wiki/The_Starry_Night) onto a photograph of an African lion:
+The Neural Style algorithm combines the content of one image with the style of another image using convolutional neural networks (CNN). Below is an example of transferring the artistic style of [The Starry Night](https://en.wikipedia.org/wiki/The_Starry_Night) onto a photograph of an African lion:
 
 <p align="center">
 <img src="examples/lions/42_output.png" width="512"/>
-- 
cgit v1.2.3-70-g09d2