diff --git a/doc/modules/decomposition.rst b/doc/modules/decomposition.rst
index 4a00a88e272eade291bc8982c8549469ec0d5a14..e8057ccff43a99e3f5e9d68cd2ceff61356f9541 100644
--- a/doc/modules/decomposition.rst
+++ b/doc/modules/decomposition.rst
@@ -310,8 +310,9 @@ extracted from part of the image of Lena looks like.
     :scale: 50%
 
 
-.. figure:: ../auto_examples/decomposition/images/plot_faces_decomposition_5.png
+.. figure:: ../auto_examples/decomposition/images/plot_faces_decomposition_6.png
    :target: ../auto_examples/decomposition/plot_faces_decomposition.html
+   :align: center
    :scale: 50%