diff --git a/bob/pad/face/utils/face_detection_utils.py b/bob/pad/face/utils/face_detection_utils.py
index 2214958d80a15c7730517b5a82b49d52ab4a0abe..1bfff767bf8453ad8f5202d430e7dd12e6514487 100644
--- a/bob/pad/face/utils/face_detection_utils.py
+++ b/bob/pad/face/utils/face_detection_utils.py
@@ -27,21 +27,23 @@ def detect_face_in_image(image):
         Dictionary must be as follows ``{'topleft': (row, col), 'bottomright': (row, col)}``.
     """
 
-    bounding_box, _ = bob.ip.dlib.FaceDetector().detect_single_face(image)
+    data = bob.ip.dlib.FaceDetector().detect_single_face(image)
 
     annotations = {}
 
-    if bounding_box is not None:
+    if data is None:
 
-        annotations['topleft'] = bounding_box.topleft
+        annotations['topleft'] = (0, 0)
 
-        annotations['bottomright'] = bounding_box.bottomright
+        annotations['bottomright'] = (0, 0)
 
     else:
 
-        annotations['topleft'] = (0, 0)
+        bounding_box = data[0]
 
-        annotations['bottomright'] = (0, 0)
+        annotations['topleft'] = bounding_box.topleft
+
+        annotations['bottomright'] = bounding_box.bottomright
 
     return annotations
 
diff --git a/develop.cfg b/develop.cfg
index f8617f19c93663008158d1b270e9c09b0cdd219a..ddc5fe3db1435ffa3c41f4c9b1d35bda929ac6ff 100644
--- a/develop.cfg
+++ b/develop.cfg
@@ -22,6 +22,7 @@ eggs = bob.pad.face
        bob.learn.activation
        bob.ip.flandmark
        bob.ip.facedetect
+       bob.ip.dlib
        bob.ip.qualitymeasure
        bob.learn.linear
        bob.db.base
@@ -56,6 +57,7 @@ develop = src/bob.extension
           src/bob.learn.activation
           src/bob.ip.flandmark
           src/bob.ip.facedetect
+          src/bob.ip.dlib
           src/bob.ip.qualitymeasure
           src/bob.learn.linear
           src/bob.db.base
@@ -92,6 +94,7 @@ bob.io.matlab = git git@gitlab.idiap.ch:bob/bob.io.matlab
 bob.learn.activation = git git@gitlab.idiap.ch:bob/bob.learn.activation
 bob.ip.flandmark = git git@gitlab.idiap.ch:bob/bob.ip.flandmark
 bob.ip.facedetect = git git@gitlab.idiap.ch:bob/bob.ip.facedetect
+bob.ip.dlib = git git@gitlab.idiap.ch:bob/bob.ip.dlib
 bob.ip.qualitymeasure = git git@gitlab.idiap.ch:bob/bob.ip.qualitymeasure
 bob.learn.linear = git git@gitlab.idiap.ch:bob/bob.learn.linear
 bob.db.base = git git@gitlab.idiap.ch:bob/bob.db.base