-The file
-
-```
-cnn-svrt.py
-```
-
-provides the implementation of two deep networks, and use the
-compressed vignette code to allow the training with several millions
-vignettes on a PC with 16Gb and a GPU with 8Gb.
-
-The networks were designed by Afroze Baqapuri during an internship at
-Idiap.
+The file `cnn-svrt.py` provides the implementation of two deep
+networks designed by Afroze Baqapuri during an internship at Idiap,
+and allows to train them with several millions vignettes on a PC with
+16Gb and a GPU with 8Gb.