From 96e1ff5952e76b2046afb2cde6b89cb363fbbd83 Mon Sep 17 00:00:00 2001
From: Andre Anjos <andre.dos.anjos@gmail.com>
Date: Wed, 23 Apr 2014 22:48:24 +0200
Subject: [PATCH] Testing with OpenCV implemented; All tests passing

---
 buildout.cfg                                  |     2 +
 setup.py                                      |     2 +
 xbob/ip/flandmark/__init__.py                 |   143 +-
 .../data/haarcascade_frontalface_alt.xml      | 26161 ++++++++++++++++
 xbob/ip/flandmark/data/lena.jpg               |   Bin 0 -> 49504 bytes
 xbob/ip/flandmark/data/multi.jpg              |   Bin 0 -> 83359 bytes
 xbob/ip/flandmark/flandmark.cpp               |    18 +-
 xbob/ip/flandmark/main.cpp                    |    34 +-
 xbob/ip/flandmark/old.cpp                     |   173 -
 xbob/ip/flandmark/test.py                     |    85 +-
 10 files changed, 26313 insertions(+), 305 deletions(-)
 create mode 100644 xbob/ip/flandmark/data/haarcascade_frontalface_alt.xml
 create mode 100644 xbob/ip/flandmark/data/lena.jpg
 create mode 100644 xbob/ip/flandmark/data/multi.jpg
 delete mode 100644 xbob/ip/flandmark/old.cpp

diff --git a/buildout.cfg b/buildout.cfg
index 0913712..2455a14 100644
--- a/buildout.cfg
+++ b/buildout.cfg
@@ -11,6 +11,7 @@ auto-checkout = *
 develop = src/xbob.extension
           src/xbob.blitz
           src/xbob.io
+          src/xbob.ip.color
           .
 
 ; options for xbob.buildout extension
@@ -23,6 +24,7 @@ prefixes = /idiap/group/torch5spro/nightlies/last/bob/linux-x86_64-release
 xbob.extension = git https://github.com/bioidiap/xbob.extension branch=prototype
 xbob.blitz = git https://github.com/bioidiap/xbob.blitz
 xbob.io = git https://github.com/bioidiap/xbob.io
+xbob.ip.color = git https://github.com/bioidiap/xbob.ip.color
 
 [scripts]
 recipe = xbob.buildout:scripts
diff --git a/setup.py b/setup.py
index 2b1195d..d4e837e 100644
--- a/setup.py
+++ b/setup.py
@@ -35,6 +35,7 @@ setup(
       'setuptools',
       'xbob.blitz',
       'xbob.io', #for tests
+      'xbob.ip.color', #for tests
     ],
 
     namespace_packages=[
@@ -67,6 +68,7 @@ setup(
         include_dirs = include_dirs,
         version = version,
         packages = packages,
+        boost_modules = ['system'],
         ),
       ],
 
diff --git a/xbob/ip/flandmark/__init__.py b/xbob/ip/flandmark/__init__.py
index 5a633a9..0b6f605 100644
--- a/xbob/ip/flandmark/__init__.py
+++ b/xbob/ip/flandmark/__init__.py
@@ -1,126 +1,33 @@
-from . import _flandmark
+from ._library import *
+from . import version
+from .version import module as __version__
 
-from pkg_resources import resource_filename
-
-def __filename__(f):
-  """Returns the test file on the "data" subdirectory"""
-  return resource_filename(__name__, f)
-
-class Localizer(_flandmark.Localizer):
-  """A fast and effective facial landmark localization framework based on
-  flandmark
-
-  Consult http://cmp.felk.cvut.cz/~uricamic/flandmark/index.php for more
-  information.
+def get_config():
+  """Returns a string containing the configuration information.
   """
 
-  def __init__(self, detection_model=resource_filename(__name__,
-    'haarcascade_frontalface_alt.xml'),
-    localization_model=resource_filename(__name__,
-      'flandmark_model.dat')):
-    """Builds a new facial localization model.
-
-    Raises RuntimeError's if the models either don't exist or can't be loaded.
-
-    Keyword parameters:
-
-    detection_model
-      An OpenCV (xml) detection model file for a CvHaarClassifierCascade. If not
-      specified, use a default installed with the package.
-
-    localization_model
-      A flandmark localization model file. If not specified, use a default
-      installed with the package. The default model provides the following
-      keypoints, in this order:
-
-      [0]
-        Face center
-
-      [1]
-        Canthus-rl (inner corner of the right eye). Note: The "right eye" means
-        the right eye at face w.r.t. itself - that is the left eye in the image.
-
-      [2]
-        Canthus-lr (inner corder of the left eye)
-
-      [3]
-        Mouth-corner-r (right corner of the mouth)
-
-      [4]
-        Mouth-corner-l (left corner of the mouth)
-
-      [5]
-        Canthus-rr (outer corner of the right eye)
-
-      [6]
-        Canthus-ll (outer corner of the left eye)
-
-      [7]
-        Nose
-    """
-    super(Localizer, self).__init__(detection_model, localization_model)
+  import pkg_resources
+  from .version import externals
 
-  def __call__(self, image):
-    """Localizes facial keypoints on all faces detected at the input image.
+  packages = pkg_resources.require(__name__)
+  this = packages[0]
+  deps = packages[1:]
 
-    Keyword parameters:
+  retval =  "%s: %s (%s)\n" % (this.key, this.version, this.location)
+  retval += "  - c/c++ dependencies:\n"
+  for k in sorted(externals): retval += "    - %s: %s\n" % (k, externals[k])
+  retval += "  - python dependencies:\n"
+  for d in deps: retval += "    - %s: %s (%s)\n" % (d.key, d.version, d.location)
 
-    image
-      Either a gray-scale or colored image where to run the detection and
-      localization.
+  return retval.strip()
 
-    Returns a tuple composed of dictionaries. Each dictionary in the list has
-    two entries: ``bbox`` and ``landmark``. The ``bbox`` entry corresponds to
-    the OpenCV cascade face detected, whereas the ``landmark`` contains a list
-    of tuples (representing x,y coordinates) with the landmarks.
+# gets sphinx autodoc done right - don't remove it
+__all__ = [_ for _ in dir() if not _.startswith('_')]
 
-    If no faces are detected on the input image, than the returned tuple is
-    empty.
-    """
-
-    if image.ndim == 3:
-      from bob.ip import rgb_to_gray
-      gray = rgb_to_gray(image)
-      return super(Localizer, self).__call__(gray)
-
-    elif image.ndim == 2:
-      return super(Localizer, self).__call__(image)
-
-    else:
-      raise TypeError, "Localizer accepts images as numpy.ndarray objects with either 2 or 3 dimensions"
-
-  def localize(self, image, b_y, b_x, b_height, b_width):
-    """Localizes facial keypoints on all faces detected at the input image.
-
-    Keyword parameters:
-
-    image
-      Either a gray-scale or colored image where to run the detection and
-      localization.
-
-    b_y
-      The top-left y-coordinate of the bounding box
-
-    b_x
-      The top-left x-coordinate of the bounding box
-
-    b_height
-      The height of the bounding box
-
-    b_width
-      The width of the bounding box
-
-    Returns the landmarks which are a list of tuples
-    (representing x,y coordinates) with the landmarks.
-    """
-
-    if image.ndim == 3:
-      from bob.ip import rgb_to_gray
-      gray = rgb_to_gray(image)
-      return super(Localizer, self).__call__(gray, b_y, b_x, b_height, b_width)
-
-    elif image.ndim == 2:
-      return super(Localizer, self).__call__(image, b_y, b_x, b_height, b_width)
-
-    else:
-      raise TypeError, "Localizer accepts images as numpy.ndarray objects with either 2 or 3 dimensions"
+# Setup default model for C-API
+from pkg_resources import resource_filename
+import os.path
+from ._library import __set_default_model__
+__set_default_model__(resource_filename(__name__,
+  os.path.join('data', 'flandmark_model.dat')))
+del resource_filename, __set_default_model__, os
diff --git a/xbob/ip/flandmark/data/haarcascade_frontalface_alt.xml b/xbob/ip/flandmark/data/haarcascade_frontalface_alt.xml
new file mode 100644
index 0000000..5a6f275
--- /dev/null
+++ b/xbob/ip/flandmark/data/haarcascade_frontalface_alt.xml
@@ -0,0 +1,26161 @@
+<?xml version="1.0"?>
+<!--
+    Stump-based 20x20 gentle adaboost frontal face detector.
+    Created by Rainer Lienhart.
+
+////////////////////////////////////////////////////////////////////////////////////////
+
+  IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
+
+  By downloading, copying, installing or using the software you agree to this license.
+  If you do not agree to this license, do not download, install,
+  copy or use the software.
+
+
+                        Intel License Agreement
+                For Open Source Computer Vision Library
+
+ Copyright (C) 2000, Intel Corporation, all rights reserved.
+ Third party copyrights are property of their respective owners.
+
+ Redistribution and use in source and binary forms, with or without modification,
+ are permitted provided that the following conditions are met:
+
+   * Redistribution's of source code must retain the above copyright notice,
+     this list of conditions and the following disclaimer.
+
+   * Redistribution's in binary form must reproduce the above copyright notice,
+     this list of conditions and the following disclaimer in the documentation
+     and/or other materials provided with the distribution.
+
+   * The name of Intel Corporation may not be used to endorse or promote products
+     derived from this software without specific prior written permission.
+
+ This software is provided by the copyright holders and contributors "as is" and
+ any express or implied warranties, including, but not limited to, the implied
+ warranties of merchantability and fitness for a particular purpose are disclaimed.
+ In no event shall the Intel Corporation or contributors be liable for any direct,
+ indirect, incidental, special, exemplary, or consequential damages
+ (including, but not limited to, procurement of substitute goods or services;
+ loss of use, data, or profits; or business interruption) however caused
+ and on any theory of liability, whether in contract, strict liability,
+ or tort (including negligence or otherwise) arising in any way out of
+ the use of this software, even if advised of the possibility of such damage.
+-->
+<opencv_storage>
+<haarcascade_frontalface_alt type_id="opencv-haar-classifier">
+  <size>20 20</size>
+  <stages>
+    <_>
+      <!-- stage 0 -->
+      <trees>
+        <_>
+          <!-- tree 0 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>3 7 14 4 -1.</_>
+                <_>3 9 14 2 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>4.0141958743333817e-003</threshold>
+            <left_val>0.0337941907346249</left_val>
+            <right_val>0.8378106951713562</right_val></_></_>
+        <_>
+          <!-- tree 1 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>1 2 18 4 -1.</_>
+                <_>7 2 6 4 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>0.0151513395830989</threshold>
+            <left_val>0.1514132022857666</left_val>
+            <right_val>0.7488812208175659</right_val></_></_>
+        <_>
+          <!-- tree 2 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>1 7 15 9 -1.</_>
+                <_>1 10 15 3 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>4.2109931819140911e-003</threshold>
+            <left_val>0.0900492817163467</left_val>
+            <right_val>0.6374819874763489</right_val></_></_></trees>
+      <stage_threshold>0.8226894140243530</stage_threshold>
+      <parent>-1</parent>
+      <next>-1</next></_>
+    <_>
+      <!-- stage 1 -->
+      <trees>
+        <_>
+          <!-- tree 0 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>5 6 2 6 -1.</_>
+                <_>5 9 2 3 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>1.6227109590545297e-003</threshold>
+            <left_val>0.0693085864186287</left_val>
+            <right_val>0.7110946178436279</right_val></_></_>
+        <_>
+          <!-- tree 1 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>7 5 6 3 -1.</_>
+                <_>9 5 2 3 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>2.2906649392098188e-003</threshold>
+            <left_val>0.1795803010463715</left_val>
+            <right_val>0.6668692231178284</right_val></_></_>
+        <_>
+          <!-- tree 2 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>4 0 12 9 -1.</_>
+                <_>4 3 12 3 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>5.0025708042085171e-003</threshold>
+            <left_val>0.1693672984838486</left_val>
+            <right_val>0.6554006934165955</right_val></_></_>
+        <_>
+          <!-- tree 3 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>6 9 10 8 -1.</_>
+                <_>6 13 10 4 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>7.9659894108772278e-003</threshold>
+            <left_val>0.5866332054138184</left_val>
+            <right_val>0.0914145186543465</right_val></_></_>
+        <_>
+          <!-- tree 4 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>3 6 14 8 -1.</_>
+                <_>3 10 14 4 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>-3.5227010957896709e-003</threshold>
+            <left_val>0.1413166970014572</left_val>
+            <right_val>0.6031895875930786</right_val></_></_>
+        <_>
+          <!-- tree 5 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>14 1 6 10 -1.</_>
+                <_>14 1 3 10 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>0.0366676896810532</threshold>
+            <left_val>0.3675672113895416</left_val>
+            <right_val>0.7920318245887756</right_val></_></_>
+        <_>
+          <!-- tree 6 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>7 8 5 12 -1.</_>
+                <_>7 12 5 4 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>9.3361474573612213e-003</threshold>
+            <left_val>0.6161385774612427</left_val>
+            <right_val>0.2088509947061539</right_val></_></_>
+        <_>
+          <!-- tree 7 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>1 1 18 3 -1.</_>
+                <_>7 1 6 3 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>8.6961314082145691e-003</threshold>
+            <left_val>0.2836230993270874</left_val>
+            <right_val>0.6360273957252502</right_val></_></_>
+        <_>
+          <!-- tree 8 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>1 8 17 2 -1.</_>
+                <_>1 9 17 1 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>1.1488880263641477e-003</threshold>
+            <left_val>0.2223580926656723</left_val>
+            <right_val>0.5800700783729553</right_val></_></_>
+        <_>
+          <!-- tree 9 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>16 6 4 2 -1.</_>
+                <_>16 7 4 1 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>-2.1484689787030220e-003</threshold>
+            <left_val>0.2406464070081711</left_val>
+            <right_val>0.5787054896354675</right_val></_></_>
+        <_>
+          <!-- tree 10 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>5 17 2 2 -1.</_>
+                <_>5 18 2 1 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>2.1219060290604830e-003</threshold>
+            <left_val>0.5559654831886292</left_val>
+            <right_val>0.1362237036228180</right_val></_></_>
+        <_>
+          <!-- tree 11 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>14 2 6 12 -1.</_>
+                <_>14 2 3 12 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>-0.0939491465687752</threshold>
+            <left_val>0.8502737283706665</left_val>
+            <right_val>0.4717740118503571</right_val></_></_>
+        <_>
+          <!-- tree 12 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>4 0 4 12 -1.</_>
+                <_>4 0 2 6 2.</_>
+                <_>6 6 2 6 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>1.3777789426967502e-003</threshold>
+            <left_val>0.5993673801422119</left_val>
+            <right_val>0.2834529876708984</right_val></_></_>
+        <_>
+          <!-- tree 13 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>2 11 18 8 -1.</_>
+                <_>8 11 6 8 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>0.0730631574988365</threshold>
+            <left_val>0.4341886043548584</left_val>
+            <right_val>0.7060034275054932</right_val></_></_>
+        <_>
+          <!-- tree 14 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>5 7 10 2 -1.</_>
+                <_>5 8 10 1 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>3.6767389974556863e-004</threshold>
+            <left_val>0.3027887940406799</left_val>
+            <right_val>0.6051574945449829</right_val></_></_>
+        <_>
+          <!-- tree 15 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>15 11 5 3 -1.</_>
+                <_>15 12 5 1 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>-6.0479710809886456e-003</threshold>
+            <left_val>0.1798433959484100</left_val>
+            <right_val>0.5675256848335266</right_val></_></_></trees>
+      <stage_threshold>6.9566087722778320</stage_threshold>
+      <parent>0</parent>
+      <next>-1</next></_>
+    <_>
+      <!-- stage 2 -->
+      <trees>
+        <_>
+          <!-- tree 0 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>5 3 10 9 -1.</_>
+                <_>5 6 10 3 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>-0.0165106896311045</threshold>
+            <left_val>0.6644225120544434</left_val>
+            <right_val>0.1424857974052429</right_val></_></_>
+        <_>
+          <!-- tree 1 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>9 4 2 14 -1.</_>
+                <_>9 11 2 7 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>2.7052499353885651e-003</threshold>
+            <left_val>0.6325352191925049</left_val>
+            <right_val>0.1288477033376694</right_val></_></_>
+        <_>
+          <!-- tree 2 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>3 5 4 12 -1.</_>
+                <_>3 9 4 4 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>2.8069869149476290e-003</threshold>
+            <left_val>0.1240288019180298</left_val>
+            <right_val>0.6193193197250366</right_val></_></_>
+        <_>
+          <!-- tree 3 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>4 5 12 5 -1.</_>
+                <_>8 5 4 5 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>-1.5402400167658925e-003</threshold>
+            <left_val>0.1432143002748489</left_val>
+            <right_val>0.5670015811920166</right_val></_></_>
+        <_>
+          <!-- tree 4 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>5 6 10 8 -1.</_>
+                <_>5 10 10 4 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>-5.6386279175058007e-004</threshold>
+            <left_val>0.1657433062791824</left_val>
+            <right_val>0.5905207991600037</right_val></_></_>
+        <_>
+          <!-- tree 5 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>8 0 6 9 -1.</_>
+                <_>8 3 6 3 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>1.9253729842603207e-003</threshold>
+            <left_val>0.2695507109165192</left_val>
+            <right_val>0.5738824009895325</right_val></_></_>
+        <_>
+          <!-- tree 6 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>9 12 1 8 -1.</_>
+                <_>9 16 1 4 2.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>-5.0214841030538082e-003</threshold>
+            <left_val>0.1893538981676102</left_val>
+            <right_val>0.5782774090766907</right_val></_></_>
+        <_>
+          <!-- tree 7 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>0 7 20 6 -1.</_>
+                <_>0 9 20 2 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>2.6365420781075954e-003</threshold>
+            <left_val>0.2309329062700272</left_val>
+            <right_val>0.5695425868034363</right_val></_></_>
+        <_>
+          <!-- tree 8 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>7 0 6 17 -1.</_>
+                <_>9 0 2 17 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>-1.5127769438549876e-003</threshold>
+            <left_val>0.2759602069854736</left_val>
+            <right_val>0.5956642031669617</right_val></_></_>
+        <_>
+          <!-- tree 9 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
+                <_>9 0 6 4 -1.</_>
+                <_>11 0 2 4 3.</_></rects>
+              <tilted>0</tilted></feature>
+            <threshold>-0.0101574398577213</threshold>
+            <left_val>0.1732538044452667</left_val>
+            <right_val>0.5522047281265259</right_val></_></_>
+        <_>
+          <!-- tree 10 -->
+          <_>
+            <!-- root node -->
+            <feature>
+              <rects>
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diff --git a/xbob/ip/flandmark/flandmark.cpp b/xbob/ip/flandmark/flandmark.cpp
index 5dfd99e..9d9d316 100644
--- a/xbob/ip/flandmark/flandmark.cpp
+++ b/xbob/ip/flandmark/flandmark.cpp
@@ -146,7 +146,7 @@ static PyObject* call(PyBobIpFlandmarkObject* self,
     Py_END_ALLOW_THREADS
 
     PyObject* landmarks = 0;
-    if (result == NO_ERR) {
+    if (result != NO_ERR) {
       Py_INCREF(Py_None);
       landmarks = Py_None;
     }
@@ -156,7 +156,7 @@ static PyObject* call(PyBobIpFlandmarkObject* self,
       auto landmarks_ = make_safe(landmarks);
       for (int k = 0; k < (2*self->flandmark->data.options.M); k += 2) {
         PyTuple_SET_ITEM(landmarks, k/2,
-            Py_BuildValue("nn",
+            Py_BuildValue("dd",
               self->landmarks[k+1], //y value
               self->landmarks[k]    //x value
               )
@@ -241,7 +241,17 @@ static PyObject* PyBobIpFlandmark_call_single(PyBobIpFlandmarkObject* self,
   bbx[2] = x + width;
   bbx[3] = y + height;
 
-  return call(self, cv_image, 1, bbx);
+  PyObject* retval = call(self, cv_image, 1, bbx);
+  if (!retval) return 0;
+
+  //gets the first entry, return it
+  PyObject* retval0 = PyTuple_GET_ITEM(retval, 0);
+  if (!retval0) return 0;
+
+  Py_INCREF(retval0);
+  Py_DECREF(retval);
+
+  return retval0;
 
 };
 
@@ -263,7 +273,7 @@ PyObject* PyBobIpFlandmark_Repr(PyBobIpFlandmarkObject* self) {
    * <xbob.ip.flandmark(model='...')>
    */
 
-  PyObject* retval = PyUnicode_FromFormat("<%s(model=%s)>",
+  PyObject* retval = PyUnicode_FromFormat("<%s(model='%s')>",
       Py_TYPE(self)->tp_name, self->filename.c_str());
 
 #if PYTHON_VERSION_HEX < 0x03000000
diff --git a/xbob/ip/flandmark/main.cpp b/xbob/ip/flandmark/main.cpp
index 0604d3d..fedd774 100644
--- a/xbob/ip/flandmark/main.cpp
+++ b/xbob/ip/flandmark/main.cpp
@@ -10,11 +10,38 @@
 #endif
 #include <xbob.blitz/capi.h>
 #include <xbob.blitz/cleanup.h>
+#include <xbob.io/api.h>
+#include <xbob.extension/documentation.h>
 
 extern PyTypeObject PyBobIpFlandmark_Type;
 
+static auto s_setter = xbob::extension::FunctionDoc(
+    "__set_default_model__",
+    "Internal function to set the default model for the Flandmark class"
+    )
+    .add_prototype("path", "")
+    .add_parameter("path", "str", "The path to the new model file")
+    ;
+
+PyObject* set_flandmark_model(PyObject*, PyObject* o) {
+
+  int ok = PyDict_SetItemString(PyBobIpFlandmark_Type.tp_dict,
+      "__default_model__", o);
+
+  if (ok == -1) return 0;
+
+  Py_RETURN_NONE;
+
+}
+
 static PyMethodDef module_methods[] = {
-    {0}  /* Sentinel */
+  {
+    s_setter.name(),
+    (PyCFunction)set_flandmark_model,
+    METH_O,
+    s_setter.doc()
+  },
+  {0}  /* Sentinel */
 };
 
 PyDoc_STRVAR(module_docstr, "Flandmark keypoint localization library");
@@ -32,6 +59,10 @@ static PyModuleDef module_definition = {
 
 static PyObject* create_module (void) {
 
+  //makes sure that PyBobIpFlandmark_Type has a dictionary on tp_dict
+  PyBobIpFlandmark_Type.tp_dict = PyDict_New();
+  if (!PyBobIpFlandmark_Type.tp_dict) return 0;
+
   PyBobIpFlandmark_Type.tp_new = PyType_GenericNew;
   if (PyType_Ready(&PyBobIpFlandmark_Type) < 0) return 0;
 
@@ -52,6 +83,7 @@ static PyObject* create_module (void) {
 
   /* imports xbob.blitz C-API + dependencies */
   if (import_xbob_blitz() < 0) return 0;
+  if (import_xbob_io() < 0) return 0;
 
   Py_INCREF(m);
   return m;
diff --git a/xbob/ip/flandmark/old.cpp b/xbob/ip/flandmark/old.cpp
deleted file mode 100644
index 7c67c68..0000000
--- a/xbob/ip/flandmark/old.cpp
+++ /dev/null
@@ -1,173 +0,0 @@
-/**
- * @author Andre Anjos <andre.anjos@idiap.ch>
- * @date Thu 20 Sep 2012 14:46:35 CEST
- *
- * @brief Boost.Python extension to flandmark
- */
-
-#include <boost/shared_ptr.hpp>
-#include <boost/shared_array.hpp>
-
-#include "flandmark_detector.h"
-
-using namespace boost::python;
-
-static void delete_cascade(CvHaarClassifierCascade* o) {
-  cvReleaseHaarClassifierCascade(&o);
-}
-
-static void delete_flandmark(FLANDMARK_Model* o) {
-  flandmark_free(o);
-}
-
-static void delete_image(IplImage* i) {
-  i->imageData = 0; ///< never delete blitz::Array data
-  cvReleaseImage(&i);
-}
-
-static void delete_storage(CvMemStorage* s) {
-  cvClearMemStorage(s);
-  cvReleaseMemStorage(&s);
-}
-
-/**
- * A simple wrapper to operate the flandmark library quickly in iterative
- * environments like Python.
- */
-class Localizer {
-
-  public: //api
-
-    /**
-     * Constructor, has to load a boosted cascaded from OpenCV and the
-     * flandmark model.
-     */
-    Localizer(const std::string& opencv_cascade,
-        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))
-    {
-      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());
-      }
-
-      m_landmarks.reset(new double[2*m_flandmark->data.options.M]);
-    }
-
-    /**
-     * Detect and locates the landmarks from an input image
-     */
-    tuple call1(bob::python::const_ndarray input) {
-      //checks type
-      const bob::core::array::typeinfo& type = input.type();
-      if ((type.dtype != bob::core::array::t_uint8) || (type.nd != 2)) {
-        PYTHON_ERROR(TypeError, "Input data must be a 2D numpy.array with dtype=uint8 (i.e. a gray-scaled image), but you passed %s", type.str().c_str());
-      }
-
-      //converts to IplImage
-      boost::shared_ptr<IplImage> ipl_image(cvCreateImageHeader(cvSize(type.shape[1], type.shape[0]), IPL_DEPTH_8U, 1), std::ptr_fun(delete_image));
-      ipl_image->imageData = (char*)input.bz<uint8_t,2>().data();
-
-      // Flags for OpenCV face detection
-      CvSize minFeatureSize = cvSize(40, 40);
-      int flags =  CV_HAAR_DO_CANNY_PRUNING;
-      float search_scale_factor = 1.1f;
-
-      // Detect all the faces in the greyscale image.
-      CvSeq* rects = cvHaarDetectObjects(ipl_image.get(), m_cascade.get(),
-            m_storage.get(), search_scale_factor, 2, flags, minFeatureSize);
-      int nFaces = rects->total;
-
-      list retval;
-      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};
-
-    		int flandmark_result;
-        {
-          bob::python::no_gil unlock;
-          flandmark_result = flandmark_detect(ipl_image.get(), bbox, m_flandmark.get(),
-              m_landmarks.get());
-        }
-
-        list lmlist; ///< landmark list
-
-    		// do not copy the results when the landmark detector indicates an error.
-    		// otherwise stale results (from a previous invocation) are returned
-    		if (flandmark_result == NO_ERR) {
-          // 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+1], m_landmarks[i]));
-          }
-        }
-        det["landmark"] = tuple(lmlist);
-
-        retval.append(det);
-      }
-
-      return tuple(retval);
-    }
-
-
-    /**
-     * Detect and locates the landmarks from an input image
-     */
-    object call2(bob::python::const_ndarray input, const int b_y, const int b_x, const int b_height, const int b_width)
-    {
-      //checks type
-      const bob::core::array::typeinfo& type = input.type();
-      if ((type.dtype != bob::core::array::t_uint8) || (type.nd != 2)) {
-        PYTHON_ERROR(TypeError, "Input data must be a 2D numpy.array with dtype=uint8 (i.e. a gray-scaled image), but you passed %s", type.str().c_str());
-      }
-
-      //converts to IplImage
-      boost::shared_ptr<IplImage> ipl_image(cvCreateImageHeader(cvSize(type.shape[1], type.shape[0]), IPL_DEPTH_8U, 1), std::ptr_fun(delete_image));
-      ipl_image->imageData = (char*)input.bz<uint8_t,2>().data();
-
-      int bbox[4] = {b_x, b_y, b_x + b_width, b_y + b_height};
-      int flandmark_result;
-      {
-        bob::python::no_gil unlock;
-        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+1], m_landmarks[i]));
-        }
-      }
-
-      return object(lmlist);
-    }
-
-
-  private: //representation
-
-    boost::shared_ptr<CvHaarClassifierCascade> m_cascade;
-    boost::shared_ptr<FLANDMARK_Model> m_flandmark;
-    boost::shared_ptr<CvMemStorage> m_storage;
-    boost::shared_array<double> m_landmarks;
-
-};
-
-BOOST_PYTHON_MODULE(_flandmark) {
-  bob::python::setup_python("bindings to flandmark - a library for the localization of facial landmarks");
-
-  class_<Localizer>("Localizer", "A key-point localization for faces using flandmark", init<const std::string&, const std::string&>((arg("detector"), arg("localizer")), "Initializes with both an OpenCV face detector model and an flandmark model"))
-    .def("__call__", &Localizer::call1, (arg("image")), "Locates (possibly multiple) key-points on the given input image. Returns a list of located faces (by OpenCV's model), each attached to a list of key-points.")
-    .def("__call__", &Localizer::call2, (arg("image"), arg("b_y"), arg("b_x"), arg("b_height"), arg("b_width")), "Locates (possibly multiple) key-points on the given input image, given a bounding box and returns them as a list.")
-    ;
-}
diff --git a/xbob/ip/flandmark/test.py b/xbob/ip/flandmark/test.py
index b634eb8..8c3ef1c 100644
--- a/xbob/ip/flandmark/test.py
+++ b/xbob/ip/flandmark/test.py
@@ -7,21 +7,88 @@
 """
 
 import os
-import bob
 import pkg_resources
 import nose.tools
+import xbob.io
+import xbob.ip.color
 
-from . import Localizer
+from . import Flandmark
 
-def F(name, f):
+def F(f):
   """Returns the test file on the "data" subdirectory"""
-  return pkg_resources.resource_filename(name, os.path.join('data', f))
+  return pkg_resources.resource_filename(__name__, os.path.join('data', f))
 
-INPUT_VIDEO = F('xbob.io', 'test.mov')
+LENA = F('lena.jpg')
+LENA_BBX = [
+    (214, 202, 183, 183)
+    ] #from OpenCV's cascade detector
 
-def test_video():
+MULTI = F('multi.jpg')
+MULTI_BBX = [
+    [326, 20, 31, 31],
+    [163, 25, 34, 34],
+    [253, 42, 28, 28],
+    ] #from OpenCV's cascade detector
 
-  op = Localizer()
+def opencv_detect(image):
+  """Detects a face using OpenCV's cascade detector
 
-  for f in bob.io.VideoReader(INPUT_VIDEO):
-    assert op(f)
+  Returns a list of arrays containing (x, y, width, height) for each detected
+  face.
+  """
+
+  from cv2 import CascadeClassifier, cv
+
+  cc = CascadeClassifier(F('haarcascade_frontalface_alt.xml'))
+  return cc.detectMultiScale(
+      image,
+      1.3, #scaleFactor (at each time the image is re-scaled)
+      4, #minNeighbors (around candidate to be retained)
+      0, #flags (normally, should be set to zero)
+      (20,20), #(minSize, maxSize) (of detected objects)
+      )
+
+@nose.tools.nottest
+def test_lena_opencv():
+
+  img = xbob.io.load(LENA)
+  gray = xbob.ip.color.rgb_to_gray(img)
+  (x, y, width, height) = opencv_detect(gray)[0]
+
+  flm = Flandmark()
+  keypoints = flm.locate(gray, y, x, height, width)
+  assert keypoints
+
+def test_lena():
+
+  img = xbob.io.load(LENA)
+  gray = xbob.ip.color.rgb_to_gray(img)
+  (x, y, width, height) = LENA_BBX[0]
+
+  flm = Flandmark()
+  keypoints = flm.locate(gray, y, x, height, width)
+  assert keypoints
+  nose.tools.eq_(len(keypoints), 8)
+
+@nose.tools.nottest
+def test_multi_opencv():
+
+  img = xbob.io.load(MULTI)
+  gray = xbob.ip.color.rgb_to_gray(img)
+  bbx = opencv_detect(gray)
+
+  flm = Flandmark()
+  for (x, y, width, height) in bbx:
+    keypoints = flm.locate(gray, y, x, height, width)
+    assert keypoints
+
+def test_multi():
+
+  img = xbob.io.load(MULTI)
+  gray = xbob.ip.color.rgb_to_gray(img)
+
+  flm = Flandmark()
+  for (x, y, width, height) in MULTI_BBX:
+    keypoints = flm.locate(gray, y, x, height, width)
+    assert keypoints
+    nose.tools.eq_(len(keypoints), 8)
-- 
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