diff --git a/.github/assets/readme/MEDiml_Header.png b/.github/assets/readme/MEDiml_Header.png
index 1eb1f38..8d5b3cb 100644
Binary files a/.github/assets/readme/MEDiml_Header.png and b/.github/assets/readme/MEDiml_Header.png differ
diff --git a/README.md b/README.md
index 9220117..c8fa720 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 <p align="center">
   <a href="https://mediml.app">
-    <img src=".github/assets/readme/MEDiml_Header.png" width="100%" alt="MEDiml: Medical Image Analysis with Machine Learning / The Package">
+    <img src=".github/assets/readme/MEDiml_Header.png" width="100%" alt="MEDical Image analysis with Machine Learning (MEDiml) / The Package">
   </a>
 </p>
 
@@ -215,7 +215,7 @@ If you use MEDiml in your research, please cite it using:
 
 ```bibtex
 @misc{loutfi2026mediml,
-  title         = {Medical Image Analysis with Machine Learning ({MEDiml}): Strategies for Simpler Radiomics},
+  title         = {{MEDical Image analysis with Machine Learning (MEDiml)}: Strategies for Simpler Radiomics},
   author        = {Ait Lhaj Loutfi, Mahdi and others},
   year          = {2026},
   eprint        = {2610.37715},