diff --git a/README.md b/README.md
index e2f9911..740865f 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # SLSVD2
 
-Two-way Sparse Logistic Singular Value Decomposition (SLSVD) for Binary Matrix Data
+Two-way Sparse Logistic Singular Value Decomposition (SLSVD) for Binary Matrix Data <img src="https://github.com/andyzhangstat/SLSVD2/blob/main/img/logo.png?raw=true" align="right" height="100">
 
 <!-- ![CI/CD](https://github.com/andyzhangstat/SLSVD/actions/workflows/ci-cd.yml/badge.svg) -->
 <!-- [![codecov](https://codecov.io/gh/andyzhangstat/SLSVD/branch/main/graph/badge.svg)](https://codecov.io/gh/andyzhangstat/SLSVD) -->
diff --git a/img/logo.png b/img/logo.png
new file mode 100644
index 0000000..376c8bc
Binary files /dev/null and b/img/logo.png differ