diff --git a/README.md b/README.md
index 1918fd5..4e75e84 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,8 @@
 
-# PPLM
+# PPLM: A Protein-Protein Language Model for Interaction, Binding Affinity, and Interface Contact Prediction![image](https://github.com/user-attachments/assets/e4d984fa-d623-4a9b-ac28-d78f758c1ce1)
 
-![PPLM Banner](https://zhanglab.comp.nus.edu.sg/PPLM/img/pipeline.png)) <!-- 可以换成真实Banner -->
+
+![PPLM Banner](https://zhanglab.comp.nus.edu.sg/PPLM/img/pipeline.png)
 
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