diff --git a/README.rst b/README.rst
index 3605d5139fbe8574a495794ebc9794ec1b9014f1..8da1a0812f0a3977e9f43f5c868891dbd4433ac2 100644
--- a/README.rst
+++ b/README.rst
@@ -98,6 +98,12 @@ This should then enable to download the models once and for all by running
 
 ./bin/download_models.py
 
+
+Download database dependencies
+******************************
+In order to compute latent directions by projection, you need to download the [Multi-PIE dataset](http://www.cs.cmu.edu/afs/cs/project/PIE/MultiPie/Multi-Pie/Home.html).
+
+
 Prepare folder configuration
 *********************************
 
@@ -108,11 +114,8 @@ Prepare folder configuration
 
     # Paths to preexisting databases
     # Folder containing Multi-PIE images
-    bob config set bob.db.multipie.directory <path_to_folder>
-    # Folder containing Multi-PIE face annotations
-    bob config set bob.db.multipie.annotations_directory <path_to_folder>
-    # Folder containing FFHQ images 
-    bob config set bob.db.ffhq.directory <path_to_folder>
+    bob config set bob.db.multipie.directory <path_to_folder> (*data* folder in the downloaded database).
+
 
     # Paths to generated content
     # Folder to store projected Multi-PIE latent projections