diff --git a/README.rst b/README.rst
index 1d237a2f1dbf0fdc77e9622fa9978f131f147950..ae283f2a7ec8ea43a108a38613adfeea0f5dfd92 100644
--- a/README.rst
+++ b/README.rst
@@ -9,7 +9,7 @@ facial landmark detector `flandmark
 If you use this package, the author asks you to cite the following paper::
 
   @inproceedings{Uricar-Franc-Hlavac-VISAPP-2012,
-    author =      {U{\\v{r}}i{\\v{c}}{\\'{a}}{\\v{r}}, Michal and Franc, Vojt{\\v{e}}ch and Hlav{\\'{a}}{\\v{c}}, V{\\'{a}}clav},
+    author =      {U{\v{r}}i{\v{c}}{\'{a}}{\v{r}}, Michal and Franc, Vojt{\v{e}}ch and Hlav{\'{a}}{\v{c}}, V{\'{a}}clav},
     title =       {Detector of Facial Landmarks Learned by the Structured Output {SVM}},
     year =        {2012},
     pages =       {547-556},
@@ -49,7 +49,7 @@ Installation
 
 You can just add a dependence for ``xbob.flandmark`` on your ``setup.py`` to
 automatically download and have this package available at your satellite
-package. This works well if Bob_ is installed centrally at your machine. 
+package. This works well if Bob_ is installed centrally at your machine.
 
 Otherwise, you will need to tell ``buildout`` how to build the package locally
 and how to find Bob_. For that, just add a custom egg recipe to your
@@ -84,7 +84,7 @@ Just type::
 
 If Bob is installed in a non-standard location, edit the file ``buildout.cfg``
 to set the root to Bob's local installation path. Remember to use the **same
-python interpreter** that was used to compile Bob, then execute the same steps
+python interpreter** that was used to compile Bob_, then execute the same steps
 as above.
 
 Usage
@@ -96,7 +96,18 @@ Pretty simple, just do something like::
   from xbob import flandmark
 
   video = bob.io.VideoReader('myvideo.avi')
-  localize = flandmark.Localizer()
+  localizer = flandmark.Localizer()
 
   for frame in video:
-    print localize(frame)
+    print localizer(frame)
+
+If you already have a detected bounding box, you can plug the coordinates of the bounding box into the localizer call::
+
+  landmarks = localizer(image, top, left, height, width)
+
+In total, 8 ``landmarks`` are returned by the localizer.
+For the list and the interpretation of the landmarks, please have a look `here <http://cmp.felk.cvut.cz/~uricamic/flandmark/index.php>`_.
+
+.. warning::
+  Since version 1.1 of this package, the landmarks are returned in the Bob_-typical order, which is ``(y,x)``.
+  Please update your code to this new behavior.
diff --git a/setup.py b/setup.py
index f34c75fa8f65ac9f6fca02680891776fc127d45f..2c8089de8bca924aff094bf21cc325e93a1b2c03 100644
--- a/setup.py
+++ b/setup.py
@@ -13,7 +13,7 @@ from xbob.extension import Extension, build_ext
 setup(
 
     name="xbob.flandmark",
-    version="1.0.11",
+    version="1.1.0",
     description="Python bindings to the flandmark keypoint localization library",
     license="GPLv3",
     author='Andre Anjos',
diff --git a/xbob/flandmark/ext/ext.cpp b/xbob/flandmark/ext/ext.cpp
index 767ad38077e08cbb16c8aee4ccd04b551918bcb7..fb45b480b641ba4e2b034818c7ca988f691ba47e 100644
--- a/xbob/flandmark/ext/ext.cpp
+++ b/xbob/flandmark/ext/ext.cpp
@@ -55,7 +55,7 @@ class Localizer {
      * flandmark model.
      */
     Localizer(const std::string& opencv_cascade,
-        const std::string& flandmark_model) : 
+        const std::string& flandmark_model) :
       m_cascade((CvHaarClassifierCascade*)cvLoad(opencv_cascade.c_str(), 0, 0, 0), std::ptr_fun(delete_cascade)),
       m_flandmark(flandmark_init(flandmark_model.c_str()), std::ptr_fun(delete_flandmark)),
       m_storage(cvCreateMemStorage(0), std::ptr_fun(delete_storage))
@@ -63,7 +63,7 @@ class Localizer {
       if( !m_cascade ) {
         PYTHON_ERROR(RuntimeError, "Couldnt load Face detector '%s'", opencv_cascade.c_str());
       }
-    
+
       if ( !m_flandmark ) {
         PYTHON_ERROR(RuntimeError, "Structure model wasn't created. Corrupted file '%s'", flandmark_model.c_str());
       }
@@ -99,7 +99,7 @@ class Localizer {
       for (int iface = 0; iface < (rects ? nFaces : 0); ++iface) {
 
         CvRect* r = (CvRect*)cvGetSeqElem(rects, iface);
-        
+
         dict det;
         det["bbox"] = make_tuple(r->x, r->y, r->width, r->height);
         int bbox[4] = {r->x, r->y, r->x + r->width, r->y + r->height};
@@ -119,7 +119,7 @@ class Localizer {
           // The first point represents the center of the bounding box used by
           // the flandmark library.
           for (int i = 0; i < (2*m_flandmark->data.options.M); i += 2) {
-            lmlist.append(make_tuple(m_landmarks[i], m_landmarks[i+1]));
+            lmlist.append(make_tuple(m_landmarks[i+1], m_landmarks[i]));
           }
         }
         det["landmark"] = tuple(lmlist);
@@ -153,12 +153,12 @@ class Localizer {
         flandmark_result = flandmark_detect(ipl_image.get(), bbox, m_flandmark.get(),
             m_landmarks.get());
       }
-      
+
       list lmlist; ///< landmark list
 
       if (flandmark_result == NO_ERR) {
         for (int i = 0; i < (2*m_flandmark->data.options.M); i += 2) {
-          lmlist.append(make_tuple(m_landmarks[i], m_landmarks[i+1]));
+          lmlist.append(make_tuple(m_landmarks[i+1], m_landmarks[i]));
         }
       }
 
diff --git a/xbob/flandmark/script/annotate.py b/xbob/flandmark/script/annotate.py
index c565189b3fab49b1ddcae26683618c99e02e8a0b..1963e52e239639afab6eae8780e482dfabc0e5a4 100644
--- a/xbob/flandmark/script/annotate.py
+++ b/xbob/flandmark/script/annotate.py
@@ -1,7 +1,7 @@
 #!/usr/bin/env python
 # vim: set fileencoding=utf-8 :
 # Andre Anjos <andre.anjos@idiap.ch>
-# Fri 21 Sep 2012 10:43:12 CEST 
+# Fri 21 Sep 2012 10:43:12 CEST
 
 """Annotates videos, dumps annotations as text files.
 
@@ -114,7 +114,7 @@ def main():
       bbox = biggest['bbox']
       landmarks = biggest['landmark']
       output.write("%d %d %d %d %d " % ((k,) + bbox))
-      lstr = " ".join("%d %d" % (round(p[0]), round(p[1])) for p in landmarks)
+      lstr = " ".join("%d %d" % (round(p[1]), round(p[0])) for p in landmarks)
       output.write(lstr + "\n")
       if args.verbose and args.output is not None:
         sys.stdout.write('.')
@@ -125,7 +125,7 @@ def main():
       if args.verbose and args.output is not None:
         sys.stdout.write('x')
         sys.stdout.flush()
-    
+
   if args.verbose and args.output is not None:
     sys.stdout.write('\n')
     sys.stdout.flush()