diff --git a/doc/modules/decomposition.rst b/doc/modules/decomposition.rst
index 4eed688551fc7468a5ba008b9e9b22236946a47c..4a00a88e272eade291bc8982c8549469ec0d5a14 100644
--- a/doc/modules/decomposition.rst
+++ b/doc/modules/decomposition.rst
@@ -310,6 +310,11 @@ extracted from part of the image of Lena looks like.
     :scale: 50%
 
 
+.. figure:: ../auto_examples/decomposition/images/plot_faces_decomposition_5.png
+   :target: ../auto_examples/decomposition/plot_faces_decomposition.html
+   :scale: 50%
+
+
 .. topic:: Examples:
 
   * :ref:`example_decomposition_plot_img_denoising.py`