diff --git a/images/sim.png b/images/sim.png
new file mode 100644
index 0000000..44f2051
Binary files /dev/null and b/images/sim.png differ
diff --git a/images/sim_analyzer.JPG b/images/sim_analyzer.JPG
deleted file mode 100644
index 434c9d5..0000000
Binary files a/images/sim_analyzer.JPG and /dev/null differ
diff --git a/similarity-analyzer/README.md b/similarity-analyzer/README.md
index be78509..04abbfd 100644
--- a/similarity-analyzer/README.md
+++ b/similarity-analyzer/README.md
@@ -1,4 +1,4 @@
-![Similarity Analysis](../images/sim_analyzer.JPG "Sim-analyzer")
+![Similarity Analysis](../images/sim.png "Sim-analyzer")
 
 # Similarity Analyzer
 
@@ -55,4 +55,4 @@ It also produces a combined CSV file comprising:
 * Kindly use "--debug" flag if you wish to log PCA components used for plotting.
 * Due to mathematical limitation with underlying PCA library, one can perform similarity analysis for 42 workload profiles at the same time. 
 
-Authors: Karan Kamatgi, Harshad Sane
\ No newline at end of file
+Authors: Karan Kamatgi, Harshad Sane