diff --git a/README.md b/README.md
index b22f228..b8897f1 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@ This repository contains the source code for an ongoing project on data-driven m
 </br>
 
 <p align="center">
-  <img src="https://github.com/AtoosaParsa/GM-Koopman/blob/main/overview.png"  width="700">
+  <img src="https://github.com/AtoosaParsa/GM-Koopman/blob/main/figures/KoopmanFramework_final.pdf"  width="700">
 </p>
 
 </br>
@@ -23,7 +23,7 @@ pip install neuromancer
 The code can run on CPU but using a CUDA-enabled GPU is recommended. `DK_comp.py` is the main program for running an experiment with a two-particle system. The particle configuration is passed as a command line argument so execute `python DK_comp.py 0` to run an experiment for the first of the following four configurations:
 
 <p align="center">
-  <img src="https://github.com/AtoosaParsa/GM-Koopman/blob/main/configurations.png"  width="500">
+  <img src="https://github.com/AtoosaParsa/GM-Koopman/blob/main/figures/configurations.png"  width="500">
 </p>
 
 ## Notes