diff --git a/README.md b/README.md
index 86e679b..7755173 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,7 @@
 [contributing-url]: https://github.com/rusty1s/pytorch_geometric/blob/master/CONTRIBUTING.md
 
 <p align="center">
-<img center src="https://github.com/DSE-MSU/DeepRobust/blob/master/Deeprobust.png" width = "450" alt="logo">
+<img center src="https://github.com/DSE-MSU/DeepRobust/blob/master/adversary_examples/Deeprobust.png" width = "450" alt="logo">
 </p>
 
 ---------------------
@@ -30,7 +30,7 @@ DeepRobust is a PyTorch adversarial library for attack and defense methods on im
 * If you have any questions or suggestions regarding this library, feel free to create an issue [here](https://github.com/DSE-MSU/DeepRobust/issues). We will reply as soon as possible :)
 
 <p float="left">
-  <img src="https://github.com/DSE-MSU/DeepRobust/blob/master/adversarial.png" width="430" />
+  <img src="https://github.com/DSE-MSU/DeepRobust/blob/master/adversary_examples/adversarial.png" width="430" />
   <img src="https://github.com/DSE-MSU/DeepRobust/blob/master/adversary_examples/graph_attack_example.png" width="380" /> 
 </p>
 
diff --git a/Deeprobust.png b/adversary_examples/Deeprobust.png
similarity index 100%
rename from Deeprobust.png
rename to adversary_examples/Deeprobust.png
diff --git a/adversarial.png b/adversary_examples/adversarial.png
similarity index 100%
rename from adversarial.png
rename to adversary_examples/adversarial.png
diff --git a/adversarial_1.png b/adversary_examples/adversarial_1.png
similarity index 100%
rename from adversarial_1.png
rename to adversary_examples/adversarial_1.png
diff --git a/graph_attack_example.png b/graph_attack_example.png
deleted file mode 100644
index 9aa7610..0000000
Binary files a/graph_attack_example.png and /dev/null differ