diff --git a/readme.md b/readme.md
index 117e51f..ab1e3a2 100644
--- a/readme.md
+++ b/readme.md
@@ -11,7 +11,7 @@
 <sup>3</sup> [Visual Geometry Group, University of Oxford](http://www.robots.ox.ac.uk/~vgg/)
 
 
-A demo example of the training convergence:
+Training convergence of a demo example:
 <img src="docs/static/ironman-val-magic123.gif" width="800" />