diff --git a/README.rst b/README.rst
index fffbf4e9deed5813af70b5cc46b92c1cf0d438a6..5c3c067928124fe0d9dd49a3806adb179b36b1ed 100644
--- a/README.rst
+++ b/README.rst
@@ -3,18 +3,37 @@
 .. Thu Apr 16 16:39:01 CEST 2015
 
 
+
+.. image:: http://img.shields.io/badge/docs-stable-yellow.png
+   :target: http://pythonhosted.org/bob.db.cuhk_cufsf/index.html
+.. image:: http://img.shields.io/badge/docs-latest-orange.png
+   :target: https://www.idiap.ch/software/bob/docs/latest/bioidiap/bob.db.cuhk_cufsf/master/index.html
+.. image:: https://travis-ci.org/bioidiap/bob.db.cufsf.svg?branch=master
+   :target: https://travis-ci.org/bioidiap/bob.db.cufsf
+.. image:: https://coveralls.io/repos/bioidiap/bob.db.cufsf/badge.png
+   :target: https://coveralls.io/r/bioidiap/bob.db.cufsf
+.. image:: https://img.shields.io/badge/github-master-0000c0.png
+   :target: https://github.com/bioidiap/bob.db.cufsf/tree/master
+.. image:: http://img.shields.io/pypi/v/bob.db.cufsf.png
+   :target: https://pypi.python.org/pypi/bob.db.cufsf
+.. image:: http://img.shields.io/pypi/dm/bob.db.cufsf.png
+   :target: https://pypi.python.org/pypi/bob.db.cufsf
+.. image:: https://img.shields.io/badge/original-data--files-a000a0.png
+   :target: http://mmlab.ie.cuhk.edu.hk/archive/cufsf/
+
+
+
+
 =======================================================
- CUHK Face Sketch Database (CUFS)
+CUHK Face Sketch FERET Database (CUFSF)
 =======================================================
 
-This package contains the access API and descriptions for the `CUHK Face Sketch Database (CUFS) <http://mmlab.ie.cuhk.edu.hk/archive/facesketch.html>`. 
+This package contains the access API and descriptions for the `CUHK Face Sketch FERET Database (CUFSF) <http://mmlab.ie.cuhk.edu.hk/archive/cufsf/>`. 
 The actual raw data for the database should be downloaded from the original URL. 
 This package only contains the Bob accessor methods to use the DB directly from python, with the original protocol of the database.
 
-CUHK Face Sketch database (CUFS) is for research on face sketch synthesis and face sketch recognition.
-It includes 188 faces from the Chinese University of Hong Kong (CUHK) student database, 123 faces from the AR database, and 295 faces from the XM2VTS database.
-There are 606 faces in total.
-For each face, there is a sketch drawn by an artist based on a photo taken in a frontal pose, under normal lighting condition, and with a neutral expression.
+CUHK Face Sketch FERET Database (CUFSF) is for research on face sketch synthesis and face sketch recognition.
+It includes 1194 faces from the FERET database with their respective sketches (drawn by an artist based on a photo of the FERET database).
 
 
 You would normally not install this package unless you are maintaining it. 
@@ -36,7 +55,7 @@ The package is available in two different distribution formats:
 1. You can download it from `PyPI <http://pypi.python.org/pypi>`_, or
 
 2. You can download it in its source form from `its git repository
-   <https://github.com/bioidiap/bob.db.cuhk_cufs>`_.
+   <https://github.com/bioidiap/bob.db.cuhk_cufsf>`_.
 
 You can mix and match points 1/2 and a/b above based on your requirements. Here
 are some examples:
@@ -51,11 +70,11 @@ script)::
 
     install_requires=[
       ...
-      "bob.db.cuhk_cufs",
+      "bob.db.cuhk_cufsf",
     ],
 
 Proceed normally with your ``boostrap/buildout`` steps and you should be all
-set. That means you can now import the ``bob.db.cuhk_cufs`` namespace into your scripts.
+set. That means you can now import the ``bob.db.cuhk_cufsf`` namespace into your scripts.
 
 Modify your buildout.cfg and download from git
 ==============================================
@@ -69,8 +88,8 @@ lines::
   ...
   extensions = mr.developer
   auto-checkout = *
-  eggs = bob.db.cuhk_cufs
+  eggs = bob.db.cuhk_cufsf
 
   [sources]
-  bob.db.cuhk_cufs = git https://github.com/bioidiap/bob.db.cuhk_cufs.git
+  bob.db.cuhk_cufsf = git https://github.com/bioidiap/bob.db.cuhk_cufsf.git
   ...
diff --git a/bob/db/cuhk_cufs/create.py b/bob/db/cuhk_cufs/create.py
deleted file mode 100644
index 0c372a5f2d33d122434bb359cc056c34ac55dd1c..0000000000000000000000000000000000000000
--- a/bob/db/cuhk_cufs/create.py
+++ /dev/null
@@ -1,539 +0,0 @@
-#!/usr/bin/env python
-# vim: set fileencoding=utf-8 :
-# @author: Tiago de Freitas Pereira <tiago.pereira@idiap.ch>
-# @date:   Tue Aug  11 14:07:00 CEST 2015
-#
-# Copyright (C) 2011-2013 Idiap Research Institute, Martigny, Switzerland
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, version 3 of the License.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-
-"""
-This script creates the CUHK-CUFS database in a single pass.
-"""
-
-import os
-
-from .models import *
-from utils import ARFACEWrapper, XM2VTSWrapper, CUHKWrapper
-
-def add_clients(session, verbose = True):
-
-  """Adds the clients and split up the groups 'world', 'dev', and 'eval'"""
-   
-  #Adding the clients from ARFACE
-  arface = ARFACEWrapper()
-  arface_clients = arface.get_clients()
-
-  if verbose>=1: print('Adding ARFACE clients to the database ...')
-    
-  client_ids = range(1,len(arface_clients)+1)
-  id_offset = 1
-  for id in client_ids:
-    id_offset = id
-    original_client_id = arface_clients[id-1]
- 
-    if verbose>=1: print("  Adding client {0}".format(original_client_id))   
-    session.add(Client(id=id, 
-                       gender = arface.get_gender_from_client_id(original_client_id),
-                       original_id = original_client_id,
-                       original_database = "arface"
-                       ))
-  del arface_clients
-
-
-  #Adding the clients from XM2VTS
-  xm2vts = XM2VTSWrapper()
-  xm2vts_clients = xm2vts.get_clients()
-
-  if verbose>=1: print('Adding XM2VTS clients to the database ...')
-    
-  client_ids = range(len(xm2vts_clients))
-  for id in client_ids:
-    id_offset += 1
-    original_client_id = xm2vts_clients[id]
- 
-    if verbose>=1: print("  Adding client {0}".format(original_client_id))   
-    session.add(Client(id=id_offset, 
-                       gender=xm2vts.get_gender(),
-                       original_id = original_client_id,
-                       original_database = "xm2vts"
-                       ))
-  del xm2vts_clients
-
-
-  #Adding the clients from CUHK
-  cuhk         = CUHKWrapper()
-  cuhk_clients = cuhk.get_clients()
-
-  if verbose>=1: print('Adding CUHK clients to the database ...')
-    
-  client_ids = range(len(cuhk_clients))
-  for id in client_ids:
-    id_offset += 1
-    original_client_id = cuhk_clients[id-1]
- 
-    if verbose>=1: print("  Adding client {0}".format(original_client_id))   
-    session.add(Client(id=id_offset, 
-                       gender=cuhk.get_gender_from_client_id(original_client_id),
-                       original_id = original_client_id,
-                       original_database = "cuhk"
-                       ))
-
-  if verbose>=1: print("Commiting changes of clients to db") 
-  del cuhk_clients
-
-  session.commit();
-
-
-
-def add_files(session, verbose):
-  """
-  Adds files with their respective information into the Database
-  """
-  if verbose>=1: print('Adding ARFACE files to the database ...')
-  if verbose>=1: print('Adding PHOTOS ...')
-  
-  arface = ARFACEWrapper()
-  files = arface.get_files_from_modality(modality='photo')
-  id_offset = 1 #ID
-  for f in files:
-    if verbose>=1: print("  Adding file {0}".format(f.path))
-    f.id = id_offset
-    id_offset+=1
-    session.add(f)
-
-
-  if verbose>=1: print('Adding SKETCHES ...') 
-  files = arface.get_files_from_modality(modality='sketches')    
-  for f in files:
-    if verbose>=1: print("  Adding file {0}".format(f.path))
-    f.id = id_offset
-    id_offset+=1
-    session.add(f)
-
-  del arface
-
-  ########
-
-  if verbose>=1: print('Adding XM2VTS files to the database ...')
-  if verbose>=1: print('Adding PHOTOS ...')
- 
-  xm2vts = XM2VTSWrapper()
-  files = xm2vts.get_files_from_modality(modality='photo')
-  for f in files:
-    if verbose>=1: print("  Adding file {0}".format(f.path))
-    f.id = id_offset
-    id_offset+=1
-    session.add(f)
-
-
-  if verbose>=1: print('Adding SKETCHES ...') 
-  files = xm2vts.get_files_from_modality(modality='sketches')    
-  for f in files:
-    if verbose>=1: print("  Adding file {0}".format(f.path))
-    f.id = id_offset
-    id_offset+=1
-    session.add(f)
-
-  #######
-
-  if verbose>=1: print('Adding CUHK files to the database ...')
- 
-  cuhk = CUHKWrapper()
-  files = cuhk.get_files()
-  for f in files:
-    if verbose>=1: print("  Adding file {0}".format(f.path))
-    f.id = id_offset
-    id_offset+=1
-    session.add(f)
-
-
-  
-  session.commit()
-
-
-def add_annotations(session, annotation_dir, verbose):
-  """
-  Adds the annotations 
-  """
-
-  if verbose>=1: print('Adding ARFACE Annotations to the database ...')
-  arface = ARFACEWrapper()
-  annotations = arface.get_annotations(annotation_dir, annotation_extension='.dat')
-  for a in annotations:
-    session.add(a)
-
-  if verbose>=1: print('Adding XM2VTS Annotations to the database ...')
-  xm2vts = XM2VTSWrapper()
-  annotations = xm2vts.get_annotations(annotation_dir, annotation_extension='.dat')
-  for a in annotations:
-    session.add(a)
-
-  if verbose>=1: print('Adding CUHK Annotations to the database ...')
-  cuhk = CUHKWrapper()
-  annotations = cuhk.get_annotations(annotation_dir, annotation_extension='.dat')
-  for a in annotations:
-    session.add(a)
-
-  session.commit()   
-
-
-
-def add_protocols(session, verbose, photo2sketch=True):
-  """
-  There are 9 protocols:
- 
-  CUHK   - This covers only images from the CUHK student database
-  ARFACE - This covers only images from the ARFACE  database
-  XM2VTS - This covers only images from the XM2VTS student database
-  
-  ALL    - It is a mixture of all databases (the training, dev and eval sets of all)
-
-  CUHK-ARFACE-XM2VTS: Training set of CUHK, dev set of ARFACE and eval set of XM2VTS
-  CUHK-XM2VTS-ARFACE:
-  ARFACE-CUHK-XM2VTS:
-  ARFACE-XM2VTS-CUHK:
-  XM2VTS-CUHK-ARFACE:
-  XM2VTS-ARFACE-CUHK:
-
-  """
-
-  arface = ARFACEWrapper()
-  xm2vts = XM2VTSWrapper()
-  cuhk   = CUHKWrapper()
-
-  if(photo2sketch):
-    suffix = "_p2s"
-  else:
-    suffix = "_s2p"    
-
-  ####### Protocol ARFACE
-
-  if verbose>=1: print('Creating the protocol ARFACE  ...')
-
-  #getting the clients
-  world_clients = arface.get_clients_from_group(group="world")
-  insert_protocol_data(session, "arface"+suffix, "world", "train", world_clients, photo2sketch=photo2sketch)
-  
-  dev_clients   = arface.get_clients_from_group(group="dev")
-  insert_protocol_data(session, "arface"+suffix, "dev", "", dev_clients, photo2sketch=photo2sketch)
- 
-  eval_clients  = arface.get_clients_from_group(group="eval")
-  insert_protocol_data(session, "arface"+suffix, "eval", "", eval_clients, photo2sketch=photo2sketch)
- 
-  session.commit()
-    
-  ############## Protocol XM2VTS
-  if verbose>=1: print('Creating the protocol XM2VTS  ...')
-
-  #getting the files
-  world_clients = xm2vts.get_clients_from_group(group="world")
-  dev_clients   = xm2vts.get_clients_from_group(group="dev")
-  eval_clients  = xm2vts.get_clients_from_group(group="eval")
- 
-  #Inserting in the database
-  insert_protocol_data(session, "xm2vts"+suffix, "world", "train", world_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "xm2vts"+suffix, "dev", "", dev_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "xm2vts"+suffix, "eval", "", eval_clients, photo2sketch=photo2sketch)
-
-  session.commit()
-
-
-
-  ############## Protocol CUHK
-
-  if verbose>=1: print('Creating the protocol CUHK  ...')
-
-  #getting the files
-  world_clients = cuhk.get_clients_from_group(group="world")
-  dev_clients   = cuhk.get_clients_from_group(group="dev")
-  eval_clients  = cuhk.get_clients_from_group(group="eval")
- 
-  #Inserting in the database
-  insert_protocol_data(session, "cuhk"+suffix, "world", "train", world_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "cuhk"+suffix, "dev", "", dev_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "cuhk"+suffix, "eval", "", eval_clients, photo2sketch=photo2sketch)
-
-  session.commit()
-
-
-  ############# Protocol all-mixed
-
-  if verbose>=1: print('Creating the protocol ALL mixed  ...')
-
-  #getting the files
-  world_clients = arface.get_clients_from_group(group="world") +\
-                xm2vts.get_clients_from_group(group="world") +\
-                cuhk.get_clients_from_group(group="world")
-
-  dev_clients   = arface.get_clients_from_group(group="dev") +\
-                xm2vts.get_clients_from_group(group="dev") +\
-                cuhk.get_clients_from_group(group="dev")
-
-  eval_clients  = arface.get_clients_from_group(group="eval") +\
-                xm2vts.get_clients_from_group(group="eval") +\
-                cuhk.get_clients_from_group(group="eval")
-
- 
-  #Inserting in the database
-  insert_protocol_data(session, "all-mixed"+suffix, "world", "train", world_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "all-mixed"+suffix, "dev", "", dev_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "all-mixed"+suffix, "eval", "", eval_clients, photo2sketch=photo2sketch)
-
-  session.commit()
-
-
-  ############# Protocol cuhk-arface-xm2vts
-
-  if verbose>=1: print('Creating the protocol cuhk-arface-xm2vts  ...')
-
-  #getting the files
-  world_clients = cuhk.get_clients_from_group(group="world")
-  dev_clients   = arface.get_clients_from_group(group="dev")
-  eval_clients  = xm2vts.get_clients_from_group(group="eval")
-
- 
-  #Inserting in the database
-  insert_protocol_data(session, "cuhk-arface-xm2vts"+suffix, "world", "train", world_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "cuhk-arface-xm2vts"+suffix, "dev", "", dev_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "cuhk-arface-xm2vts"+suffix, "eval", "", eval_clients, photo2sketch=photo2sketch)
-
-  session.commit()
-
-
-  ############# Protocol cuhk-xm2vts-arface
-
-  if verbose>=1: print('Creating the protocol cuhk-xm2vts-arface  ...')
-
-  #getting the files
-  world_clients = cuhk.get_clients_from_group(group="world")
-  dev_clients   = xm2vts.get_clients_from_group(group="dev")
-  eval_clients  = arface.get_clients_from_group(group="eval")
-
- 
-  #Inserting in the database
-  insert_protocol_data(session, "cuhk-xm2vts-arface"+suffix, "world", "train", world_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "cuhk-xm2vts-arface"+suffix, "dev", "", dev_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "cuhk-xm2vts-arface"+suffix, "eval", "", eval_clients, photo2sketch=photo2sketch)
-
-  session.commit()
-
-
-  ############# Protocol arface-cuhk-xm2vts 
-
-  if verbose>=1: print('Creating the protocol arface-cuhk-xm2vts  ...')
-
-  #getting the files
-  world_clients = arface.get_clients_from_group(group="world")
-  dev_clients   = cuhk.get_clients_from_group(group="dev")
-  eval_clients  = xm2vts.get_clients_from_group(group="eval")
-
- 
-  #Inserting in the database
-  insert_protocol_data(session, "arface-cuhk-xm2vts"+suffix, "world", "train", world_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "arface-cuhk-xm2vts"+suffix, "dev", "", dev_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "arface-cuhk-xm2vts"+suffix, "eval", "", eval_clients, photo2sketch=photo2sketch)
-
-  session.commit()
-
-
-  ############# Protocol arface-xm2vts-cuhk
-
-  if verbose>=1: print('Creating the protocol arface-xm2vts-cuhk  ...')
-
-  #getting the files
-  world_clients = arface.get_clients_from_group(group="world")
-  dev_clients   = xm2vts.get_clients_from_group(group="dev")
-  eval_clients  = cuhk.get_clients_from_group(group="eval")
-
- 
-  #Inserting in the database
-  insert_protocol_data(session, "arface-xm2vts-cuhk"+suffix, "world", "train", world_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "arface-xm2vts-cuhk"+suffix, "dev", "", dev_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "arface-xm2vts-cuhk"+suffix, "eval", "", eval_clients, photo2sketch=photo2sketch)
-
-  session.commit()
-
-
-  ############# Protocol xm2vts-cuhk-arface
-
-  if verbose>=1: print('Creating the protocol xm2vts-cuhk-arface  ...')
-
-  #getting the files
-  world_clients = xm2vts.get_clients_from_group(group="world")
-  dev_clients   = cuhk.get_clients_from_group(group="dev")
-  eval_clients  = arface.get_clients_from_group(group="eval")
-
- 
-  #Inserting in the database
-  insert_protocol_data(session, "xm2vts-cuhk-arface"+suffix, "world", "train", world_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "xm2vts-cuhk-arface"+suffix, "dev", "", dev_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "xm2vts-cuhk-arface"+suffix, "eval", "", eval_clients, photo2sketch=photo2sketch)
-
-  session.commit()
-
-
-
-  ############# Protocol xm2vts-arface-cuhk
-
-  if verbose>=1: print('Creating the protocol xm2vts-arface-cuhk  ...')
-
-  #getting the files
-  world_clients = xm2vts.get_clients_from_group(group="world")
-  dev_clients   = arface.get_clients_from_group(group="dev")
-  eval_clients  = cuhk.get_clients_from_group(group="eval")
- 
-  #Inserting in the database
-  insert_protocol_data(session, "xm2vts-arface-cuhk"+suffix, "world", "train", world_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "xm2vts-arface-cuhk"+suffix, "dev", "", dev_clients, photo2sketch=photo2sketch)
-  insert_protocol_data(session, "xm2vts-arface-cuhk"+suffix, "eval", "", eval_clients, photo2sketch=photo2sketch)
-
-  session.commit()
-
-
-
-
-def insert_protocol_data(session, protocol, group, purpose, clients, photo2sketch=True):
-
-  for c in clients:
-    if purpose=="train":
-      #Adding files for training
-      for f in c.files:
-        session.add(bob.db.cuhk_cufs.Protocol_File_Association(
-         protocol, group, purpose, f.id, c.id))
- 
-    else:
-      #PRobing
-      for c1 in clients:
- 
-        #With same clients, you need to define which one is enroll or probe
-        if c1.id==c.id:
-          for f in c1.files:
-            if ((photo2sketch and f.modality=="photo") or
-                (not photo2sketch and f.modality=="sketch")):
-
-              purpose="enroll"
-            else: 
-              purpose="probe"
-
-            session.add(bob.db.cuhk_cufs.Protocol_File_Association(
-         protocol, group, purpose, f.id, c.id))
- 
-        else:
-          #With different clients the task is to define which file should be included
-
-          for f in c1.files:          
-            if ((photo2sketch and f.modality=="photo") or
-                (not photo2sketch and f.modality=="sketch")):
-              continue #Excluding files
-            else: 
-              purpose="probe"
-
-            session.add(bob.db.cuhk_cufs.Protocol_File_Association(
-         protocol, group, purpose, f.id, c.id))
-
-
-  """
-  for f in file_objects:
-    if purpose=="train":
-      session.add(bob.db.cuhk_cufs.Protocol_File_Association(
-       protocol, group, purpose, f.id, f.id)) 
-    else: 
-
-      #Excluding some files
-      if ((not photo2sketch and f.modality=="photo") or 
-          (photo2sketch and f.modality=="sketch") )
-        continue
-
-      #probing
-      for f1 in file_objects:
-
-        #Same client
-        if f1.client_id == f.client_id:
-          if photo2sketch:
-            if f.modality=="photo":
-              purpose = "enroll"
-            else:
-              purpose = "probe"
-
-          else:
-            if f.modality=="photo":
-              purpose = "probe"
-            else:
-              purpose = "enroll"
-
-        else:#Different client
-
-          if ((photo2sketch and f1.modality=="sketch") or 
-             (not photo2sketch and f1.modality=="photo")):
-            purpose = "probe"
-          else:
-             continue
-    
-        session.add(bob.db.cuhk_cufs.Protocol_File_Association(
-       protocol, group, purpose, f.id, f1.id))
-  """
-
-
-def create_tables(args):
-  """Creates all necessary tables (only to be used at the first time)"""
-
-  from bob.db.base.utils import create_engine_try_nolock
-
-  engine = create_engine_try_nolock(args.type, args.files[0], echo=(args.verbose >= 2));
-  Client.metadata.create_all(engine)
-  File.metadata.create_all(engine) 
-  Annotation.metadata.create_all(engine)
-  
-
-# Driver API
-# ==========
-
-def create(args):
-  """Creates or re-creates this database"""
-
-  from bob.db.base.utils import session_try_nolock
-
-  dbfile = args.files[0]
-
-  if args.recreate:
-    if args.verbose and os.path.exists(dbfile):
-      print('unlinking %s...' % dbfile)
-    if os.path.exists(dbfile): os.unlink(dbfile)
-
-  if not os.path.exists(os.path.dirname(dbfile)):
-    os.makedirs(os.path.dirname(dbfile))
-
-  # the real work...
-  create_tables(args)
-  s = session_try_nolock(args.type, args.files[0], echo=(args.verbose >= 2))
-  add_clients(s, args.verbose)
-  add_files(s, args.verbose)
-  add_annotations(s, args.annotation_dir, args.verbose)
-
-  add_protocols(s, args.verbose,photo2sketch=True)
-  add_protocols(s, args.verbose,photo2sketch=False)
-
-  s.commit()
-  s.close()
-
-def add_command(subparsers):
-  """Add specific subcommands that the action "create" can use"""
-
-  parser = subparsers.add_parser('create', help=create.__doc__)
-
-  parser.add_argument('-r', '--recreate', action='store_true', help='If set, I\'ll first erase the current database')
-  parser.add_argument('-v', '--verbose', action='count', help='Increase verbosity?')
-  parser.add_argument('-a', '--annotation-dir', default='.',  help="The annotation directory. HAS TO BE THE SAME STRUCTURE AS PROVIDED BY THE DATABASE PROVIDERS (defaults to %(default)s)")
-
-  parser.set_defaults(func=create) #action
diff --git a/bob/db/cuhk_cufs/data/AR_file_names_of_photos.txt b/bob/db/cuhk_cufs/data/AR_file_names_of_photos.txt
deleted file mode 100755
index 1e370acf5171f3d14755f9367902bb82686061ae..0000000000000000000000000000000000000000
--- a/bob/db/cuhk_cufs/data/AR_file_names_of_photos.txt
+++ /dev/null
@@ -1,123 +0,0 @@
-    'm-002-1'
-    'm-003-1'
-    'm-005-1'
-    'm-006-1'
-    'm-007-1'
-    'm-008-1'
-    'm-009-1'
-    'm-010-1'
-    'm-011-1'
-    'm-013-1'
-    'm-014-1'
-    'm-015-1'
-    'm-016-1'
-    'm-017-1'
-    'm-018-1'
-    'm-020-1'
-    'm-021-1'
-    'm-022-1'
-    'm-023-1'
-    'm-024-1'
-    'm-025-1'
-    'm-026-1'
-    'm-027-1'
-    'm-028-1'
-    'm-029-1'
-    'm-030-1'
-    'm-031-1'
-    'm-032-1'
-    'm-033-1'
-    'm-035-1'
-    'm-036-1'
-    'm-037-1'
-    'm-038-1'
-    'm-039-1'
-    'm-040-1'
-    'm-041-1'
-    'm-042-1'
-    'm-043-1'
-    'm-044-1'
-    'm-045-1'
-    'm-046-1'
-    'm-047-1'
-    'm-048-1'
-    'm-049-1'
-    'm-050-1'
-    'm-051-1'
-    'm-052-1'
-    'm-053-1'
-    'm-054-1'
-    'm-055-1'
-    'm-056-1'
-    'm-057-1'
-    'm-058-1'
-    'm-059-1'
-    'm-060-1'
-    'm-061-1'
-    'm-062-1'
-    'm-063-1'
-    'm-064-1'
-    'm-065-1'
-    'm-066-1'
-    'm-067-1'
-    'm-068-1'
-    'm-069-1'
-    'm-070-1'
-    'm-071-1'
-    'm-072-1'
-    'm-073-1'
-    'm-074-1'
-    'm-075-1'
-    'w-001-1'
-    'w-002-1'
-    'w-003-1'
-    'w-004-1'
-    'w-005-1'
-    'w-007-1'
-    'w-008-1'
-    'w-014-1'
-    'w-015-1'
-    'w-016-1'
-    'w-017-1'
-    'w-018-1'
-    'w-019-1'
-    'w-020-1'
-    'w-021-1'
-    'w-022-1'
-    'w-023-1'
-    'w-024-1'
-    'w-025-1'
-    'w-026-1'
-    'w-027-1'
-    'w-028-1'
-    'w-029-1'
-    'w-030-1'
-    'w-031-1'
-    'w-032-1'
-    'w-033-1'
-    'w-034-1'
-    'w-035-1'
-    'w-036-1'
-    'w-037-1'
-    'w-038-1'
-    'w-039-1'
-    'w-040-1'
-    'w-041-1'
-    'w-042-1'
-    'w-043-1'
-    'w-044-1'
-    'w-045-1'
-    'w-046-1'
-    'w-047-1'
-    'w-048-1'
-    'w-049-1'
-    'w-050-1'
-    'w-051-1'
-    'w-052-1'
-    'w-053-1'
-    'w-054-1'
-    'w-055-1'
-    'w-056-1'
-    'w-057-1'
-    'w-058-1'
-    'w-059-1'
\ No newline at end of file
diff --git a/bob/db/cuhk_cufs/data/AR_file_names_of_sketches.txt b/bob/db/cuhk_cufs/data/AR_file_names_of_sketches.txt
deleted file mode 100644
index f94a597aba33ff35640ed33dc9a390152f625eda..0000000000000000000000000000000000000000
--- a/bob/db/cuhk_cufs/data/AR_file_names_of_sketches.txt
+++ /dev/null
@@ -1,123 +0,0 @@
-Mp-002-1-sz1
-Mp-003-1-sz1
-Mp-005-1-sz1
-Mp-006-1-sz1
-Mp-007-1-sz1
-Mp-008-1-sz1
-Mp-009-1-sz1
-Mp-010-1-sz1
-Mp-011-1-sz1
-Mp-013-1-sz1
-Mp-014-1-sz1
-Mp-015-1-sz1
-Mp-016-1-sz1
-Mp-017-1-sz1
-Mp-018-1-sz1
-Mp-020-1-sz1
-Mp-021-1-sz1
-Mp-022-1-sz1
-Mp-023-1-sz1
-Mp-024-1-sz1
-Mp-025-1-sz1
-Mp-026-1-sz1
-Mp-027-1-sz1
-Mp-028-1-sz1
-Mp-029-1-sz1
-Mp-030-1-sz1
-Mp-031-1-sz1
-Mp-032-1-sz1
-Mp-033-1-sz1
-Mp-035-1-sz1
-Mp-036-1-sz1
-Mp-037-1-sz1
-Mp-038-1-sz1
-Mp-039-1-sz1
-Mp-040-1-sz1
-Mp-041-1-sz1
-Mp-042-1-sz1
-Mp-043-1-sz1
-Mp-044-1-sz1
-Mp-045-1-sz1
-Mp-046-1-sz1
-Mp-047-1-sz1
-Mp-048-1-sz1
-Mp-049-1-sz1
-Mp-050-1-sz1
-Mp-051-1-sz1
-Mp-052-1-sz1
-Mp-053-1-sz1
-Mp-054-1-sz1
-Mp-055-1-sz1
-Mp-056-1-sz1
-Mp-057-1-sz1
-Mp-058-1-sz1
-Mp-059-1-sz1
-Mp-060-1-sz1
-Mp-061-1-sz1
-Mp-062-1-sz1
-Mp-063-1-sz1
-Mp-064-1-sz1
-Mp-065-1-sz1
-Mp-066-1-sz1
-Mp-067-1-sz1
-Mp-068-1-sz1
-Mp-069-1-sz1
-Mp-070-1-sz1
-Mp-071-1-sz1
-Mp-072-1-sz1
-Mp-073-1-sz1
-Mp-074-1-sz1
-Mp-075-1-sz1
-Wp-001-1-sz1
-Wp-002-1-sz1
-Wp-003-1-sz1
-Wp-004-1-sz1
-Wp-005-1-sz1
-Wp-007-1-sz1
-Wp-008-1-sz1
-Wp-014-1-sz1
-Wp-015-1-sz1
-Wp-016-1-sz1
-Wp-017-1-sz1
-Wp-018-1-sz1
-Wp-019-1-sz1
-Wp-020-1-sz1
-Wp-021-1-sz1
-Wp-022-1-sz1
-Wp-023-1-sz1
-Wp-024-1-sz1
-Wp-025-1-sz1
-Wp-026-1-sz1
-Wp-027-1-sz1
-Wp-028-1-sz1
-Wp-029-1-sz1
-Wp-030-1-sz1
-Wp-031-1-sz1
-Wp-032-1-sz1
-Wp-033-1-sz1
-Wp-034-1-sz1
-Wp-035-1-sz1
-Wp-036-1-sz1
-Wp-037-1-sz1
-Wp-038-1-sz1
-Wp-039-1-sz1
-Wp-040-1-sz1
-Wp-041-1-sz1
-Wp-042-1-sz1
-Wp-043-1-sz1
-Wp-044-1-sz1
-Wp-045-1-sz1
-Wp-046-1-sz1
-Wp-047-1-sz1
-Wp-048-1-sz1
-Wp-049-1-sz1
-Wp-050-1-sz1
-Wp-051-1-sz1
-Wp-052-1-sz1
-Wp-053-1-sz1
-Wp-054-1-sz1
-Wp-055-1-sz1
-Wp-056-1-sz1
-Wp-057-1-sz1
-Wp-058-1-sz1
-Wp-059-1-sz1
diff --git a/bob/db/cuhk_cufs/data/XM2VTS_file_names_of_photos.txt b/bob/db/cuhk_cufs/data/XM2VTS_file_names_of_photos.txt
deleted file mode 100755
index 225bc9769585e794b118253312e1d7c9dec9605a..0000000000000000000000000000000000000000
--- a/bob/db/cuhk_cufs/data/XM2VTS_file_names_of_photos.txt
+++ /dev/null
@@ -1,295 +0,0 @@
-    '000_1_1'
-    '001_1_1'
-    '002_1_1'
-    '003_1_1'
-    '004_1_1'
-    '005_1_1'
-    '006_1_1'
-    '007_1_1'
-    '008_1_1'
-    '009_1_1'
-    '010_1_1'
-    '011_1_1'
-    '012_1_1'
-    '013_1_1'
-    '016_1_1'
-    '017_1_1'
-    '018_1_1'
-    '019_1_1'
-    '020_1_1'
-    '021_1_1'
-    '022_1_1'
-    '023_1_1'
-    '024_1_1'
-    '025_1_1'
-    '026_1_1'
-    '027_1_1'
-    '028_1_1'
-    '029_1_1'
-    '030_1_1'
-    '031_1_1'
-    '032_1_1'
-    '033_1_1'
-    '034_1_1'
-    '035_1_1'
-    '036_1_1'
-    '037_1_1'
-    '038_1_1'
-    '039_1_1'
-    '040_1_1'
-    '041_1_1'
-    '042_1_1'
-    '043_1_1'
-    '044_1_1'
-    '045_1_1'
-    '046_1_1'
-    '047_1_1'
-    '048_1_1'
-    '049_1_1'
-    '050_1_1'
-    '051_1_1'
-    '052_1_1'
-    '053_1_1'
-    '054_1_1'
-    '055_1_1'
-    '056_1_1'
-    '057_1_1'
-    '058_1_1'
-    '059_1_1'
-    '060_1_1'
-    '061_1_1'
-    '062_1_1'
-    '064_1_1'
-    '065_1_1'
-    '066_1_1'
-    '067_1_1'
-    '068_1_1'
-    '069_1_1'
-    '070_1_1'
-    '071_1_1'
-    '072_1_1'
-    '073_1_1'
-    '074_1_1'
-    '075_1_1'
-    '078_1_1'
-    '079_1_1'
-    '080_1_1'
-    '081_1_1'
-    '082_1_1'
-    '083_1_1'
-    '085_1_1'
-    '086_1_1'
-    '087_1_1'
-    '088_1_1'
-    '089_1_1'
-    '090_1_1'
-    '091_1_1'
-    '092_1_1'
-    '093_1_1'
-    '095_1_1'
-    '096_1_1'
-    '098_1_1'
-    '099_1_1'
-    '101_1_1'
-    '102_1_1'
-    '103_1_1'
-    '104_1_1'
-    '105_1_1'
-    '107_1_1'
-    '108_1_1'
-    '109_1_1'
-    '110_1_1'
-    '111_1_1'
-    '112_1_1'
-    '113_1_1'
-    '114_1_1'
-    '115_1_1'
-    '116_1_1'
-    '119_1_1'
-    '120_1_1'
-    '121_1_1'
-    '122_1_1'
-    '123_1_1'
-    '124_1_1'
-    '125_1_1'
-    '126_1_1'
-    '127_1_1'
-    '128_1_1'
-    '129_1_1'
-    '130_1_1'
-    '131_1_1'
-    '132_1_1'
-    '133_1_1'
-    '134_1_1'
-    '135_1_1'
-    '136_1_1'
-    '137_1_1'
-    '138_1_1'
-    '140_1_1'
-    '141_1_1'
-    '142_1_1'
-    '143_1_1'
-    '145_1_1'
-    '146_1_1'
-    '147_1_1'
-    '148_1_1'
-    '149_1_1'
-    '150_1_1'
-    '152_1_1'
-    '153_1_1'
-    '154_1_1'
-    '155_1_1'
-    '157_1_1'
-    '158_1_1'
-    '159_1_1'
-    '160_1_1'
-    '161_1_1'
-    '163_1_1'
-    '164_1_1'
-    '165_1_1'
-    '166_1_1'
-    '167_1_1'
-    '168_1_1'
-    '169_1_1'
-    '170_1_1'
-    '171_1_1'
-    '172_1_1'
-    '173_1_1'
-    '174_1_1'
-    '175_1_1'
-    '176_1_1'
-    '177_1_1'
-    '178_1_1'
-    '179_1_1'
-    '180_1_1'
-    '181_1_1'
-    '182_1_1'
-    '183_1_1'
-    '185_1_1'
-    '187_1_1'
-    '188_1_1'
-    '189_1_1'
-    '190_1_1'
-    '191_1_1'
-    '193_1_1'
-    '196_1_1'
-    '197_1_1'
-    '198_1_1'
-    '199_1_1'
-    '200_1_1'
-    '201_1_1'
-    '202_1_1'
-    '203_1_1'
-    '206_1_1'
-    '207_1_1'
-    '208_1_1'
-    '209_1_1'
-    '210_1_1'
-    '211_1_1'
-    '212_1_1'
-    '213_1_1'
-    '215_1_1'
-    '216_1_1'
-    '218_1_1'
-    '219_1_1'
-    '221_1_1'
-    '222_1_1'
-    '224_1_1'
-    '225_1_1'
-    '226_1_1'
-    '227_1_1'
-    '228_1_1'
-    '229_1_1'
-    '231_1_1'
-    '232_1_1'
-    '233_1_1'
-    '234_1_1'
-    '235_1_1'
-    '236_1_1'
-    '237_1_1'
-    '240_1_1'
-    '241_1_1'
-    '242_1_1'
-    '243_1_1'
-    '244_1_1'
-    '246_1_1'
-    '248_1_1'
-    '249_1_1'
-    '250_1_1'
-    '253_1_1'
-    '255_1_1'
-    '258_1_1'
-    '259_1_1'
-    '261_1_1'
-    '263_1_1'
-    '264_1_1'
-    '266_1_1'
-    '267_1_1'
-    '269_1_1'
-    '270_1_1'
-    '271_1_1'
-    '272_1_1'
-    '274_1_1'
-    '275_1_1'
-    '276_1_1'
-    '278_1_1'
-    '279_1_1'
-    '280_1_1'
-    '281_1_1'
-    '282_1_1'
-    '283_1_1'
-    '284_1_1'
-    '285_1_1'
-    '286_1_1'
-    '287_1_1'
-    '288_1_1'
-    '289_1_1'
-    '290_1_1'
-    '292_1_1'
-    '293_1_1'
-    '295_1_1'
-    '300_1_1'
-    '301_1_1'
-    '305_1_1'
-    '310_1_1'
-    '312_1_1'
-    '313_1_1'
-    '314_1_1'
-    '315_1_1'
-    '316_1_1'
-    '317_1_1'
-    '318_1_1'
-    '319_1_1'
-    '320_1_1'
-    '321_1_1'
-    '322_1_1'
-    '323_1_1'
-    '324_1_1'
-    '325_1_1'
-    '328_1_1'
-    '329_1_1'
-    '330_1_1'
-    '331_1_1'
-    '332_1_1'
-    '333_1_1'
-    '334_1_1'
-    '335_1_1'
-    '336_1_1'
-    '337_1_1'
-    '338_1_1'
-    '339_1_1'
-    '340_1_1'
-    '341_1_1'
-    '342_1_1'
-    '357_1_1'
-    '358_1_1'
-    '359_1_1'
-    '360_1_1'
-    '362_1_1'
-    '364_1_1'
-    '365_1_1'
-    '366_1_1'
-    '367_1_1'
-    '369_1_1'
-    '370_1_1'
-    '371_1_1'
\ No newline at end of file
diff --git a/bob/db/cuhk_cufs/data/XM2VTS_file_names_of_sketches.txt b/bob/db/cuhk_cufs/data/XM2VTS_file_names_of_sketches.txt
deleted file mode 100644
index 0b475f4c3cd9e2325ae0ea109c4fa306e6480c54..0000000000000000000000000000000000000000
--- a/bob/db/cuhk_cufs/data/XM2VTS_file_names_of_sketches.txt
+++ /dev/null
@@ -1,295 +0,0 @@
-000_1_1_sz1
-001_1_1_sz1
-002_1_1_sz1
-003_1_1_sz1
-004_1_1_sz1
-005_1_1_sz1
-006_1_1_sz1
-007_1_1_sz1
-008_1_1_sz1
-009_1_1_sz1
-010_1_1_sz1
-011_1_1_sz1
-012_1_1_sz1
-013_1_1_sz1
-016_1_1_sz1
-017_1_1_sz1
-018_1_1_sz1
-019_1_1_sz1
-020_1_1_sz1
-021_1_1_sz1
-022_1_1_sz1
-023_1_1_sz1
-024_1_1_sz1
-025_1_1_sz1
-026_1_1_sz1
-027_1_1_sz1
-028_1_1_sz1
-029_1_1_sz1
-030_1_1_sz1
-031_1_1_sz1
-032_1_1_sz1
-033_1_1_sz1
-034_1_1_sz1
-035_1_1_sz1
-036_1_1_sz1
-037_1_1_sz1
-038_1_1_sz1
-039_1_1_sz1
-040_1_1_sz1
-041_1_1_sz1
-042_1_1_sz1
-043_1_1_sz1
-044_1_1_sz1
-045_1_1_sz1
-046_1_1_sz1
-047_1_1_sz1
-048_1_1_sz1
-049_1_1_sz1
-050_1_1_sz1
-051_1_1_sz1
-052_1_1_sz1
-053_1_1_sz1
-054_1_1_sz1
-055_1_1_sz1
-056_1_1_sz1
-057_1_1_sz1
-058_1_1_sz1
-059_1_1_sz1
-060_1_1_sz1
-061_1_1_sz1
-062_1_1_sz1
-064_1_1_sz1
-065_1_1_sz1
-066_1_1_sz1
-067_1_1_sz1
-068_1_1_sz1
-069_1_1_sz1
-070_1_1_sz1
-071_1_1_sz1
-072_1_1_sz1
-073_1_1_sz1
-074_1_1_sz1
-075_1_1_sz1
-078_1_1_sz1
-079_1_1_sz1
-080_1_1_sz1
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diff --git a/bob/db/cuhk_cufs/data/all-cuhk.txt b/bob/db/cuhk_cufs/data/all-cuhk.txt
deleted file mode 100644
index 6deee2b693cf41739330234162c19355cebb95e4..0000000000000000000000000000000000000000
--- a/bob/db/cuhk_cufs/data/all-cuhk.txt
+++ /dev/null
@@ -1,376 +0,0 @@
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diff --git a/bob/db/cuhk_cufs/data/copy of all-cuhk.txt b/bob/db/cuhk_cufs/data/copy of all-cuhk.txt
deleted file mode 100644
index 310548228faf1b5ef9e7d003c18e0505e10a1b90..0000000000000000000000000000000000000000
--- a/bob/db/cuhk_cufs/data/copy of all-cuhk.txt	
+++ /dev/null
@@ -1,376 +0,0 @@
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-CUHK-student-dataset/sketch/m2-031-01-sz1 m2-031-01
-CUHK-student-dataset/sketch/m2-032-01-sz1 m2-032-01
-CUHK-student-dataset/sketch/m2-033-01-sz1 m2-033-01
-CUHK-student-dataset/sketch/m2-034-01-sz1 m2-034-01
-CUHK-student-dataset/sketch/m2-035-01-sz1 m2-035-01
-CUHK-student-dataset/sketch/m2-036-01-sz1 m2-036-01
-CUHK-student-dataset/sketch/m2-037-01-sz1 m2-037-01
-CUHK-student-dataset/sketch/m2-038-01-sz1 m2-038-01
-CUHK-student-dataset/sketch/m2-039-01-sz1 m2-039-01
-CUHK-student-dataset/sketch/m2-040-01-sz1 m2-040-01
-CUHK-student-dataset/sketch/m2-041-01-sz1 m2-041-01
-CUHK-student-dataset/sketch/m2-042-01-sz1 m2-042-01
-CUHK-student-dataset/sketch/m2-043-01-sz1 m2-043-01
-CUHK-student-dataset/sketch/m2-044-01-sz1 m2-044-01
-CUHK-student-dataset/sketch/m2-045-01-sz1 m2-045-01
-CUHK-student-dataset/sketch/m2-046-01-sz1 m2-046-01
-CUHK-student-dataset/sketch/m2-047-01-sz1 m2-047-01
-CUHK-student-dataset/sketch/m2-048-01-sz1 m2-048-01
-CUHK-student-dataset/sketch/m2-049-01-sz1 m2-049-01
-CUHK-student-dataset/sketch/m2-050-01-sz1 m2-050-01
-CUHK-student-dataset/sketch/m2-051-01-sz1 m2-051-01
-CUHK-student-dataset/sketch/m2-052-01-sz1 m2-052-01
-CUHK-student-dataset/sketch/m2-053-01-sz1 m2-053-01
-CUHK-student-dataset/sketch/m2-054-01-sz1 m2-054-01
-CUHK-student-dataset/sketch/m2-055-01-sz1 m2-055-01
-CUHK-student-dataset/sketch/m2-056-01-sz1 m2-056-01
-CUHK-student-dataset/sketch/m2-057-01-sz1 m2-057-01
-CUHK-student-dataset/sketch/m2-058-01-sz1 m2-058-01
-CUHK-student-dataset/sketch/m2-059-01-sz1 m2-059-01
-CUHK-student-dataset/sketch/m2-060-01-sz1 m2-060-01
-CUHK-student-dataset/sketch/m2-061-01-sz1 m2-061-01
-CUHK-student-dataset/sketch/m2-062-01-sz1 m2-062-01
-CUHK-student-dataset/photo/f-005-01 f-005-01  
-CUHK-student-dataset/photo/f-006-01 f-006-01
-CUHK-student-dataset/photo/f-007-01 f-007-01
-CUHK-student-dataset/photo/f-008-01 f-008-01
-CUHK-student-dataset/photo/f-009-01 f-009-01
-CUHK-student-dataset/photo/f-010-01 f-010-01
-CUHK-student-dataset/photo/f-011-01 f-011-01
-CUHK-student-dataset/photo/f-012-01 f-012-01
-CUHK-student-dataset/photo/f-013-01 f-013-01
-CUHK-student-dataset/photo/f-014-01 f-014-01
-CUHK-student-dataset/photo/f-015-01 f-015-01
-CUHK-student-dataset/photo/f-016-01 f-016-01
-CUHK-student-dataset/photo/f-017-01 f-017-01
-CUHK-student-dataset/photo/f-018-01 f-018-01
-CUHK-student-dataset/photo/f-019-01 f-019-01
-CUHK-student-dataset/photo/f-020-01 f-020-01
-CUHK-student-dataset/photo/f-021-01 f-021-01
-CUHK-student-dataset/photo/f-022-01 f-022-01
-CUHK-student-dataset/photo/f-023-01 f-023-01
-CUHK-student-dataset/photo/f-024-01 f-024-01
-CUHK-student-dataset/photo/f-025-01 f-025-01
-CUHK-student-dataset/photo/f-026-01 f-026-01
-CUHK-student-dataset/photo/f-027-01 f-027-01
-CUHK-student-dataset/photo/f-028-01 f-028-01
-CUHK-student-dataset/photo/f-029-01 f-029-01
-CUHK-student-dataset/photo/f-030-01 f-030-01
-CUHK-student-dataset/photo/f-031-01 f-031-01
-CUHK-student-dataset/photo/f-032-01 f-032-01
-CUHK-student-dataset/photo/f-033-01 f-033-01
-CUHK-student-dataset/photo/f-034-01 f-034-01
-CUHK-student-dataset/photo/f-035-01 f-035-01
-CUHK-student-dataset/photo/f-036-01 f-036-01
-CUHK-student-dataset/photo/f-037-01 f-037-01
-CUHK-student-dataset/photo/f-038-01 f-038-01
-CUHK-student-dataset/photo/f-039-01 f-039-01
-CUHK-student-dataset/photo/f-040-01 f-040-01
-CUHK-student-dataset/photo/f-041-01 f-041-01
-CUHK-student-dataset/photo/f-042-01 f-042-01
-CUHK-student-dataset/photo/f-043-01 f-043-01
-CUHK-student-dataset/photo/f1-001-01 f1-001-01
-CUHK-student-dataset/photo/f1-002-01 f1-002-01
-CUHK-student-dataset/photo/f1-003-01 f1-003-01
-CUHK-student-dataset/photo/f1-004-01 f1-004-01
-CUHK-student-dataset/photo/f1-005-01 f1-005-01
-CUHK-student-dataset/photo/f1-006-01 f1-006-01
-CUHK-student-dataset/photo/f1-007-01 f1-007-01
-CUHK-student-dataset/photo/f1-008-01 f1-008-01
-CUHK-student-dataset/photo/f1-009-01 f1-009-01
-CUHK-student-dataset/photo/f1-010-01 f1-010-01
-CUHK-student-dataset/photo/f1-011-01 f1-011-01
-CUHK-student-dataset/photo/f1-012-01 f1-012-01
-CUHK-student-dataset/photo/f1-013-01 f1-013-01
-CUHK-student-dataset/photo/f1-014-01 f1-014-01
-CUHK-student-dataset/photo/f1-015-01 f1-015-01
-CUHK-student-dataset/photo/m-008-01 m-008-01
-CUHK-student-dataset/photo/m-009-01 m-009-01
-CUHK-student-dataset/photo/m-010-01 m-010-01
-CUHK-student-dataset/photo/m-011-01 m-011-01
-CUHK-student-dataset/photo/m-012-01 m-012-01
-CUHK-student-dataset/photo/m-013-01 m-013-01
-CUHK-student-dataset/photo/m-014-01 m-014-01
-CUHK-student-dataset/photo/m-015-01 m-015-01
-CUHK-student-dataset/photo/m-016-01 m-016-01
-CUHK-student-dataset/photo/m-017-01 m-017-01
-CUHK-student-dataset/photo/m-018-01 m-018-01
-CUHK-student-dataset/photo/m-019-01 m-019-01
-CUHK-student-dataset/photo/m-021-01 m-021-01
-CUHK-student-dataset/photo/m-022-01 m-022-01
-CUHK-student-dataset/photo/m-023-01 m-023-01
-CUHK-student-dataset/photo/m-024-01 m-024-01
-CUHK-student-dataset/photo/m-025-01 m-025-01
-CUHK-student-dataset/photo/m-026-01 m-026-01
-CUHK-student-dataset/photo/m-027-01 m-027-01
-CUHK-student-dataset/photo/m-028-01 m-028-01
-CUHK-student-dataset/photo/m-029-01 m-029-01
-CUHK-student-dataset/photo/m-030-01 m-030-01
-CUHK-student-dataset/photo/m-031-01 m-031-01
-CUHK-student-dataset/photo/m-032-01 m-032-01
-CUHK-student-dataset/photo/m-033-01 m-033-01
-CUHK-student-dataset/photo/m-034-01 m-034-01
-CUHK-student-dataset/photo/m-035-01 m-035-01
-CUHK-student-dataset/photo/m-036-01 m-036-01
-CUHK-student-dataset/photo/m-037-01 m-037-01
-CUHK-student-dataset/photo/m-038-01 m-038-01
-CUHK-student-dataset/photo/m-039-01 m-039-01
-CUHK-student-dataset/photo/m-040-01 m-040-01
-CUHK-student-dataset/photo/m-041-01 m-041-01
-CUHK-student-dataset/photo/m-042-01 m-042-01
-CUHK-student-dataset/photo/m-043-01 m-043-01
-CUHK-student-dataset/photo/m-044-01 m-044-01
-CUHK-student-dataset/photo/m-045-01 m-045-01
-CUHK-student-dataset/photo/m-046-01 m-046-01
-CUHK-student-dataset/photo/m-047-01 m-047-01
-CUHK-student-dataset/photo/m-048-01 m-048-01
-CUHK-student-dataset/photo/m-049-01 m-049-01
-CUHK-student-dataset/photo/m-050-01 m-050-01
-CUHK-student-dataset/photo/m-051-01 m-051-01
-CUHK-student-dataset/photo/m-052-01 m-052-01
-CUHK-student-dataset/photo/m-053-01 m-053-01
-CUHK-student-dataset/photo/m-054-01 m-054-01
-CUHK-student-dataset/photo/m-055-01 m-055-01
-CUHK-student-dataset/photo/m-056-01 m-056-01
-CUHK-student-dataset/photo/m-057-01 m-057-01
-CUHK-student-dataset/photo/m-058-01 m-058-01
-CUHK-student-dataset/photo/m-059-01 m-059-01
-CUHK-student-dataset/photo/m-060-01 m-060-01
-CUHK-student-dataset/photo/m-061-01 m-061-01
-CUHK-student-dataset/photo/m-062-01 m-062-01
-CUHK-student-dataset/photo/m-063-01 m-063-01
-CUHK-student-dataset/photo/m-064-01 m-064-01
-CUHK-student-dataset/photo/m-065-01 m-065-01
-CUHK-student-dataset/photo/m-066-01 m-066-01
-CUHK-student-dataset/photo/m-067-01 m-067-01
-CUHK-student-dataset/photo/m-068-01 m-068-01
-CUHK-student-dataset/photo/m-069-01 m-069-01
-CUHK-student-dataset/photo/m-070-01 m-070-01
-CUHK-student-dataset/photo/m-071-01 m-071-01
-CUHK-student-dataset/photo/m-072-01 m-072-01
-CUHK-student-dataset/photo/m-073-01 m-073-01
-CUHK-student-dataset/photo/m-074-01 m-074-01
-CUHK-student-dataset/photo/m-075-01 m-075-01
-CUHK-student-dataset/photo/m-076-01 m-076-01
-CUHK-student-dataset/photo/m-077-01 m-077-01
-CUHK-student-dataset/photo/m-078-01 m-078-01
-CUHK-student-dataset/photo/m-079-01 m-079-01
-CUHK-student-dataset/photo/m-080-01 m-080-01
-CUHK-student-dataset/photo/m-081-01 m-081-01
-CUHK-student-dataset/photo/m-082-01 m-082-01
-CUHK-student-dataset/photo/m-083-01 m-083-01
-CUHK-student-dataset/photo/m-084-01 m-084-01
-CUHK-student-dataset/photo/m-085-01 m-085-01
-CUHK-student-dataset/photo/m-086-01 m-086-01
-CUHK-student-dataset/photo/m-087-01 m-087-01
-CUHK-student-dataset/photo/m-088-01 m-088-01
-CUHK-student-dataset/photo/m-089-01 m-089-01
-CUHK-student-dataset/photo/m-090-01 m-090-01
-CUHK-student-dataset/photo/m-091-01 m-091-01
-CUHK-student-dataset/photo/m-092-01 m-092-01
-CUHK-student-dataset/photo/m-093-01 m-093-01
-CUHK-student-dataset/photo/m-094-01 m-094-01
-CUHK-student-dataset/photo/m-095-01 m-095-01
-CUHK-student-dataset/photo/m-096-01 m-096-01
-CUHK-student-dataset/photo/m-097-01 m-097-01
-CUHK-student-dataset/photo/m-098-01 m-098-01
-CUHK-student-dataset/photo/m-099-01 m-099-01
-CUHK-student-dataset/photo/m-100-01 m-100-01
-CUHK-student-dataset/photo/m1-001-01 m1-001-01
-CUHK-student-dataset/photo/m1-002-01 m1-002-01
-CUHK-student-dataset/photo/m1-003-01 m1-003-01
-CUHK-student-dataset/photo/m1-004-01 m1-004-01
-CUHK-student-dataset/photo/m1-005-01 m1-005-01
-CUHK-student-dataset/photo/m1-006-01 m1-006-01
-CUHK-student-dataset/photo/m1-007-01 m1-007-01
-CUHK-student-dataset/photo/m1-008-01 m1-008-01
-CUHK-student-dataset/photo/m1-009-01 m1-009-01
-CUHK-student-dataset/photo/m1-010-01 m1-010-01
-CUHK-student-dataset/photo/m-101-01 m-101-01
-CUHK-student-dataset/photo/m1-011-01 m1-011-01
-CUHK-student-dataset/photo/m1-012-01 m1-012-01
-CUHK-student-dataset/photo/m1-013-01 m1-013-01
-CUHK-student-dataset/photo/m1-014-01 m1-014-01
-CUHK-student-dataset/photo/m1-015-01 m1-015-01
-CUHK-student-dataset/photo/m1-016-01 m1-016-01
-CUHK-student-dataset/photo/m1-017-01 m1-017-01
-CUHK-student-dataset/photo/m1-018-01 m1-018-01
-CUHK-student-dataset/photo/m1-019-01 m1-019-01
-CUHK-student-dataset/photo/m1-020-01 m1-020-01
-CUHK-student-dataset/photo/m1-021-01 m1-021-01
-CUHK-student-dataset/photo/m1-022-01 m1-022-01
-CUHK-student-dataset/photo/m1-023-01 m1-023-01
-CUHK-student-dataset/photo/m1-024-01 m1-024-01
-CUHK-student-dataset/photo/m1-025-01 m1-025-01
-CUHK-student-dataset/photo/m1-026-01 m1-026-01
-CUHK-student-dataset/photo/m1-027-01 m1-027-01
-CUHK-student-dataset/photo/m1-028-01 m1-028-01
-CUHK-student-dataset/photo/m1-029-01 m1-029-01
-CUHK-student-dataset/photo/m1-030-01 m1-030-01
-CUHK-student-dataset/photo/m1-031-01 m1-031-01
-CUHK-student-dataset/photo/m1-032-01 m1-032-01
-CUHK-student-dataset/photo/m1-033-01 m1-033-01
-CUHK-student-dataset/photo/m1-034-01 m1-034-01
-CUHK-student-dataset/photo/m1-035-01 m1-035-01
-CUHK-student-dataset/photo/m1-036-01 m1-036-01
-CUHK-student-dataset/photo/m1-037-01 m1-037-01
-CUHK-student-dataset/photo/m1-038-01 m1-038-01
-CUHK-student-dataset/photo/m1-039-01 m1-039-01
-CUHK-student-dataset/photo/m1-040-01 m1-040-01
-CUHK-student-dataset/photo/m1-041-01 m1-041-01
diff --git a/bob/db/cuhk_cufs/db.sql3 b/bob/db/cuhk_cufs/db.sql3
deleted file mode 100644
index 73c4bd6ced6b95269e7e87bb6741236402faa34c..0000000000000000000000000000000000000000
Binary files a/bob/db/cuhk_cufs/db.sql3 and /dev/null differ
diff --git a/bob/db/cuhk_cufs/test.py b/bob/db/cuhk_cufs/test.py
deleted file mode 100644
index 041e731ad7cb56596ea7f0f803e0f2d0378738ed..0000000000000000000000000000000000000000
--- a/bob/db/cuhk_cufs/test.py
+++ /dev/null
@@ -1,343 +0,0 @@
-#!/usr/bin/env python
-# vim: set fileencoding=utf-8 :
-# Tiago de Freitas Pereira <tiago.pereira@idiap.ch>
-# Thu Oct 09 11:27:27 CEST 2014
-#
-# Copyright (C) 2011-2014 Idiap Research Institute, Martigny, Switzerland
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, version 3 of the License.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program. If not, see <http://www.gnu.org/licenses/>.
-
-"""A few checks on the protocols of a subset of the CUHK database
-"""
-
-import bob.db.cuhk_cufs
-#possible_protocols  = ["cuhk"]
-
-""" Defining protocols. Yes, they are static """
-PROTOCOLS = ('cuhk_p2s', 'arface_p2s', 'xm2vts_p2s', 'all-mixed_p2s', 'cuhk-arface-xm2vts_p2s', 'cuhk-xm2vts-arface_p2s',
-  'arface-cuhk-xm2vts_p2s', 'arface-xm2vts-cuhk_p2s', 'xm2vts-cuhk-arface_p2s', 'xm2vts-arface-cuhk_p2s',
-  'cuhk_s2p', 'arface_s2p', 'xm2vts_s2p', 'all-mixed_s2p', 'cuhk-arface-xm2vts_s2p', 'cuhk-xm2vts-arface_s2p',
-  'arface-cuhk-xm2vts_s2p', 'arface-xm2vts-cuhk_s2p', 'xm2vts-cuhk-arface_s2p', 'xm2vts-arface-cuhk_s2p')
-
-GROUPS    = ('world', 'dev', 'eval')
-
-PURPOSES   = ('train', 'enroll', 'probe')
-
-
-
-def test01_protocols_purposes_groups():
-  
-  #testing protocols
-  possible_protocols = bob.db.cuhk_cufs.Database().protocols()
-  for p in possible_protocols:
-    assert p  in PROTOCOLS
-
-  #testing purposes
-  possible_purposes = bob.db.cuhk_cufs.Database().purposes()
-  for p in possible_purposes:
-    assert p  in PURPOSES
-
-  #testing GROUPS
-  possible_groups = bob.db.cuhk_cufs.Database().groups()
-  for p in possible_groups:
-    assert p  in GROUPS
-
-
-def test02_all_files_protocols():
-
-  cuhk = 6648
-  arface = 3288 
-  xm2vts = 16078
-  all_mixed = 68924
-  cuhk_arface_xm2vts = 9800
-  cuhk_xm2vts_arface = 9542
-  arface_cuhk_xm2vts = 11290
-  arface_xm2vts_cuhk = 11226
-  xm2vts_cuhk_arface = 4988
-  xm2vts_arface_cuhk = 5182
-   
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="cuhk_p2s")) == cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="cuhk_s2p")) == cuhk
-
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="arface_p2s")) == arface
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="arface_s2p")) == arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="xm2vts_p2s")) == xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="xm2vts_s2p")) == xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="all-mixed_p2s")) == all_mixed
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="all-mixed_s2p")) == all_mixed
-
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="cuhk-arface-xm2vts_p2s")) == cuhk_arface_xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="cuhk-arface-xm2vts_s2p")) == cuhk_arface_xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="cuhk-xm2vts-arface_p2s")) == cuhk_xm2vts_arface
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="cuhk-xm2vts-arface_s2p")) == cuhk_xm2vts_arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="arface-xm2vts-cuhk_p2s")) == arface_xm2vts_cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="arface-xm2vts-cuhk_s2p")) == arface_xm2vts_cuhk
-
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="arface-cuhk-xm2vts_p2s")) == arface_cuhk_xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="arface-cuhk-xm2vts_s2p")) == arface_cuhk_xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="xm2vts-cuhk-arface_p2s")) == xm2vts_cuhk_arface
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="xm2vts-cuhk-arface_s2p")) == xm2vts_cuhk_arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="xm2vts-arface-cuhk_p2s")) == xm2vts_arface_cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(protocol="xm2vts-arface-cuhk_s2p")) == xm2vts_arface_cuhk
-
-
-def test03_world_files_protocols():
-
-  cuhk = 150
-  arface = 88 
-  xm2vts = 236
-  all_mixed = 474
-  cuhk_arface_xm2vts = cuhk
-  cuhk_xm2vts_arface = cuhk
-  arface_cuhk_xm2vts = arface
-  arface_xm2vts_cuhk = arface
-  xm2vts_cuhk_arface = xm2vts
-  xm2vts_arface_cuhk = xm2vts
-   
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="cuhk_p2s")) == cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="cuhk_s2p")) == cuhk
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="arface_p2s")) == arface
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="arface_s2p")) == arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="xm2vts_p2s")) == xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="xm2vts_s2p")) == xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="all-mixed_p2s")) == all_mixed
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="all-mixed_s2p")) == all_mixed
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="cuhk-arface-xm2vts_p2s")) == cuhk_arface_xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="cuhk-arface-xm2vts_s2p")) == cuhk_arface_xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="cuhk-xm2vts-arface_p2s")) == cuhk_xm2vts_arface
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="cuhk-xm2vts-arface_s2p")) == cuhk_xm2vts_arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="arface-xm2vts-cuhk_p2s")) == arface_xm2vts_cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="arface-xm2vts-cuhk_s2p")) == arface_xm2vts_cuhk
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="arface-cuhk-xm2vts_p2s")) == arface_cuhk_xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="arface-cuhk-xm2vts_s2p")) == arface_cuhk_xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="xm2vts-cuhk-arface_p2s")) == xm2vts_cuhk_arface
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='world', protocol="xm2vts-cuhk-arface_s2p")) == xm2vts_cuhk_arface
-
-
-
-def test04_dev_files_protocols():
-
-  cuhk = 3192
-  arface = 1640
-  xm2vts = 7832
-  all_mixed = 34040
-  cuhk_arface_xm2vts = arface
-  cuhk_xm2vts_arface = xm2vts
-  arface_cuhk_xm2vts = cuhk
-  arface_xm2vts_cuhk = xm2vts
-  xm2vts_cuhk_arface = cuhk
-  xm2vts_arface_cuhk = arface
-   
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="cuhk_p2s")) == cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="cuhk_s2p")) == cuhk
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="arface_p2s")) == arface
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="arface_s2p")) == arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="xm2vts_p2s")) == xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="xm2vts_s2p")) == xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="all-mixed_p2s")) == all_mixed
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="all-mixed_s2p")) == all_mixed
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="cuhk-arface-xm2vts_p2s")) == cuhk_arface_xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="cuhk-arface-xm2vts_s2p")) == cuhk_arface_xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="cuhk-xm2vts-arface_p2s")) == cuhk_xm2vts_arface
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="cuhk-xm2vts-arface_s2p")) == cuhk_xm2vts_arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="arface-xm2vts-cuhk_p2s")) == arface_xm2vts_cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="arface-xm2vts-cuhk_s2p")) == arface_xm2vts_cuhk
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="arface-cuhk-xm2vts_p2s")) == arface_cuhk_xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="arface-cuhk-xm2vts_s2p")) == arface_cuhk_xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="xm2vts-cuhk-arface_p2s")) == xm2vts_cuhk_arface
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='dev', protocol="xm2vts-cuhk-arface_s2p")) == xm2vts_cuhk_arface
-
-
-
-def test05_eval_files_protocols():
-
-  cuhk = 3306
-  arface = 1560 
-  xm2vts = 8010
-  all_mixed = 34410
-  cuhk_arface_xm2vts = xm2vts
-  cuhk_xm2vts_arface = arface
-  arface_cuhk_xm2vts = xm2vts
-  arface_xm2vts_cuhk = cuhk
-  xm2vts_cuhk_arface = arface
-  xm2vts_arface_cuhk = cuhk
-   
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="cuhk_p2s")) == cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="cuhk_s2p")) == cuhk
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="arface_p2s")) == arface
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="arface_s2p")) == arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="xm2vts_p2s")) == xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="xm2vts_s2p")) == xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="all-mixed_p2s")) == all_mixed
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="all-mixed_s2p")) == all_mixed
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="cuhk-arface-xm2vts_p2s")) == cuhk_arface_xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="cuhk-arface-xm2vts_s2p")) == cuhk_arface_xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="cuhk-xm2vts-arface_p2s")) == cuhk_xm2vts_arface
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="cuhk-xm2vts-arface_s2p")) == cuhk_xm2vts_arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="arface-xm2vts-cuhk_p2s")) == arface_xm2vts_cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="arface-xm2vts-cuhk_s2p")) == arface_xm2vts_cuhk
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="arface-cuhk-xm2vts_p2s")) == arface_cuhk_xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="arface-cuhk-xm2vts_s2p")) == arface_cuhk_xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="xm2vts-cuhk-arface_p2s")) == xm2vts_cuhk_arface
-  assert len(bob.db.cuhk_cufs.Database().objects(groups='eval', protocol="xm2vts-cuhk-arface_s2p")) == xm2vts_cuhk_arface
-
-
-def test06_dev_enrol_files_protocols():
-
-  cuhk = 56
-  arface = 40 
-  xm2vts = 88
-  all_mixed = 184
-  cuhk_arface_xm2vts = arface
-  cuhk_xm2vts_arface = xm2vts
-  arface_cuhk_xm2vts = cuhk
-  arface_xm2vts_cuhk = xm2vts
-  xm2vts_cuhk_arface = cuhk
-  xm2vts_arface_cuhk = arface
-  
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="cuhk_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="cuhk_p2s"))== cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="cuhk_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="cuhk_s2p")) == cuhk
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="arface_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="arface_p2s")) == arface
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="arface_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="arface_s2p")) == arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="xm2vts_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="xm2vts_p2s")) == xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="xm2vts_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="xm2vts_s2p")) == xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="all-mixed_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="all-mixed_p2s")) == all_mixed
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="all-mixed_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="all-mixed_s2p")) == all_mixed
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="cuhk-arface-xm2vts_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="cuhk-arface-xm2vts_p2s")) == cuhk_arface_xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="cuhk-arface-xm2vts_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="cuhk-arface-xm2vts_s2p")) == cuhk_arface_xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="cuhk-xm2vts-arface_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="cuhk-xm2vts-arface_p2s")) == cuhk_xm2vts_arface
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="cuhk-xm2vts-arface_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="cuhk-xm2vts-arface_s2p")) == cuhk_xm2vts_arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="arface-xm2vts-cuhk_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="arface-xm2vts-cuhk_p2s")) == arface_xm2vts_cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="arface-xm2vts-cuhk_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="arface-xm2vts-cuhk_s2p")) == arface_xm2vts_cuhk
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="arface-cuhk-xm2vts_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="arface-cuhk-xm2vts_p2s")) == arface_cuhk_xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="arface-cuhk-xm2vts_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="arface-cuhk-xm2vts_s2p")) == arface_cuhk_xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="xm2vts-cuhk-arface_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="xm2vts-cuhk-arface_p2s")) == xm2vts_cuhk_arface
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='dev', protocol="xm2vts-cuhk-arface_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="xm2vts-cuhk-arface_s2p")) == xm2vts_cuhk_arface
-
-
-
-def test07_eval_enrol_files_protocols():
-
-  cuhk = 57
-  arface = 39 
-  xm2vts = 89
-  all_mixed = 185
-  cuhk_arface_xm2vts = xm2vts
-  cuhk_xm2vts_arface = arface
-  arface_cuhk_xm2vts = xm2vts
-  arface_xm2vts_cuhk = cuhk
-  xm2vts_cuhk_arface = arface
-  xm2vts_arface_cuhk = cuhk
-  
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="cuhk_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="cuhk_p2s", groups='eval'))== cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="cuhk_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="cuhk_s2p", groups='eval')) == cuhk
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="arface_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="arface_p2s", groups='eval')) == arface
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="arface_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="arface_s2p", groups='eval')) == arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="xm2vts_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="xm2vts_p2s", groups='eval')) == xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="xm2vts_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="xm2vts_s2p", groups='eval')) == xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="all-mixed_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="all-mixed_p2s", groups='eval')) == all_mixed
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="all-mixed_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="all-mixed_s2p", groups='eval')) == all_mixed
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="cuhk-arface-xm2vts_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="cuhk-arface-xm2vts_p2s", groups='eval')) == cuhk_arface_xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="cuhk-arface-xm2vts_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="cuhk-arface-xm2vts_s2p", groups='eval')) == cuhk_arface_xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="cuhk-xm2vts-arface_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="cuhk-xm2vts-arface_p2s", groups='eval')) == cuhk_xm2vts_arface
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="cuhk-xm2vts-arface_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="cuhk-xm2vts-arface_s2p", groups='eval')) == cuhk_xm2vts_arface
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="arface-xm2vts-cuhk_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="arface-xm2vts-cuhk_p2s", groups='eval')) == arface_xm2vts_cuhk
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="arface-xm2vts-cuhk_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="arface-xm2vts-cuhk_s2p", groups='eval')) == arface_xm2vts_cuhk
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="arface-cuhk-xm2vts_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="arface-cuhk-xm2vts_p2s", groups='eval')) == arface_cuhk_xm2vts
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="arface-cuhk-xm2vts_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="arface-cuhk-xm2vts_s2p", groups='eval')) == arface_cuhk_xm2vts
-
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="xm2vts-cuhk-arface_p2s")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="xm2vts-cuhk-arface_p2s", groups='eval')) == xm2vts_cuhk_arface
-  assert len(bob.db.cuhk_cufs.Database().objects(purposes='enroll', groups='eval', protocol="xm2vts-cuhk-arface_s2p")) == len(bob.db.cuhk_cufs.Database().enroll_files(protocol="xm2vts-cuhk-arface_s2p", groups='eval')) == xm2vts_cuhk_arface
-
-
-def test08_strings():
-  
-  db = bob.db.cuhk_cufs.Database()
-
-  for p in PROTOCOLS:
-    for g in GROUPS:
-      for u in PURPOSES:
-        files = db.objects(purposes=u, groups=g, protocol=p)
-
-        for f in files:
-          #Checking if the strings are correct 
-          assert f.purpose  == u
-          assert f.protocol == p
-          assert f.group    == g
-       
-
-def test09_annotations():
-
-  db = bob.db.cuhk_cufs.Database()
-
-  for p in PROTOCOLS:
-    for f in db.objects(protocol=p):    
-
-      assert len(f.annotations(annotation_type=""))==35 #ALL ANNOTATIONS
-
-      assert f.annotations()["reye"][0] > 0
-      assert f.annotations()["reye"][1] > 0
-
-      assert f.annotations()["leye"][0] > 0
-      assert f.annotations()["leye"][1] > 0
-
-
-
- 
-
-
diff --git a/bob/db/cuhk_cufs/utils.py b/bob/db/cuhk_cufs/utils.py
deleted file mode 100644
index 6f1d08625001685de15b4bc4030a7ab182509931..0000000000000000000000000000000000000000
--- a/bob/db/cuhk_cufs/utils.py
+++ /dev/null
@@ -1,531 +0,0 @@
-#!/usr/bin/env python 
-# vim: set fileencoding=utf-8 : 
-# @author: Tiago de Freitas Pereira <tiago.pereira@idiap.ch> 
-# @date:   Tue Aug  11 17:08:00 CEST 2015 
-
-
-"""
-This file has some utilities to deal with the files provided by the database
-"""
-
-import os
-import numpy
-import bob.db.arface
-
-def read_annotations(file_name):
-  """
-  Read the annotations in the format
-
-  X Y\n
-  X Y\n
-  .
-  .
-  .
-  """
-  original_annotations = open(file_name).readlines()
-  annotations         = []
-  
-  for a in original_annotations:
-    a = a.rstrip("\n").rstrip("\r")
-    data = a.split(" ")
-    if(len(data)!=2): #NEED TO HAVE ONLY 2 COORDINATES
-      continue
-    else:
-      annotations.append(data)
-
-  return annotations
-
-
-class ARFACEWrapper():
-  """
-  Utility functions to deal with the AR Face database.
-  """
-
-  def __init__(self, 
-      photo_file_name=os.path.join(os.path.curdir,"bob","db","cuhk_cufs","data","AR_file_names_of_photos.txt"),
-      sketch_file_name=os.path.join(os.path.curdir,"bob","db","cuhk_cufs","data","AR_file_names_of_sketches.txt")
-   ):
-
-    self.m_photo_file_name  = photo_file_name
-    self.m_sketch_file_name = sketch_file_name
-
-
-  def get_clients(self):
-    """
-    Basically read the input file and extract the clients from the original file_name
-    """
-    raw_clients = open(self.m_photo_file_name).readlines()
-    clients = []
-    for c in raw_clients:
-      clients.append(c[5:10])
-    
-    return clients
-
-  
-  def get_gender_from_client_id(self,client_id):
-    return 'man' if client_id[0]=='m' else 'woman'
-
-
-  def get_clients_from_group(self, group=""):
-    """
-    Get the bob.db.cuhk_cufs.File for a given group (world, dev or eval).
-
-    Follow bellow the steps for this selection.
-
-     1 - Select the bob.db.arface.Client for a given group
-     2 - Search the correspondent bob.db.cuhk_cufs.File joint with bob.db.cuhk_cufs.Client using the original_client_id as a search criteria.
-     3 - Accumulate the result of the search.
-    """
-    arface = bob.db.arface.Database()
-    cuhk   = bob.db.cuhk_cufs.Database()
-    import sqlalchemy
-
-    #Getting the clients from ARFACE
-    original_clients = arface.query(bob.db.arface.Client).filter(bob.db.arface.Client.sgroup==group)
-    
-    #Getting the correspondent files from bob.db.cuhk_cufs
-    clients = []    
-    for o in original_clients:
-      cuhk_clients = cuhk.query(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_id==o.id).options(sqlalchemy.orm.subqueryload(bob.db.cuhk_cufs.Client.files)) #forcing to bring the clients
-      for c in cuhk_clients:
-        clients.append(c)
-
-    return list(clients)
-
-
-  def get_annotations(self, annotation_dir, annotation_extension='.dat'):
-    """
-    Get the annotation objects
-    """
-
-    db = bob.db.cuhk_cufs.Database()
-    annotations = []
- 
-    for o in db.query(bob.db.cuhk_cufs.File).join(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_database=="arface"):
-      #making the path
-      if(o.modality=="sketch"):
-        path = os.path.join(annotation_dir, o.path) + annotation_extension
-      else:
-        path = os.path.join(annotation_dir,"ARFACE", "photo", o.path) + annotation_extension
-
-      #Reading the annotation file
-      original_annotations = read_annotations(path)
-      index = 0
-      for a in original_annotations:
-        
-        annotations.append(bob.db.cuhk_cufs.Annotation(o.id, 
-                                                  a[0],
-                                                  a[1],
-                                                  index = index
-                                                 ))
-        index += 1
-    return annotations
-
-
-  def get_files_from_modality(self, modality):
-    """
-    For a given modality, get the correct file object.
-
-    If modality=='photo', all the information will be taken from bob.db.arface
-    else, the data will be read from the original data files
-
-    **Parameters**
-
-      modality: Modality (photo | sketch)
-
-      clients: The list of bob.db.cuhk_cufs.clients
-
-    """
-
-    files = []
-    if(modality=='photo'):
-      db = bob.db.arface.Database()
-      
-      #Parsing the provided data
-      raw_files = open(self.m_photo_file_name).readlines()
-      original_files = []      
-      for f in raw_files:
-        original_files.append(f[5:12])
-
-      #Searching in the original database
-      original_files = db.files(ids=original_files)
-      for f in original_files:
-        #self, id, image_name, client_id, modality        
-        client = bob.db.cuhk_cufs.Database().query(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_id == f.id[0:5])
-        assert client.count() == 1
-        client = client[0]
-        files.append(bob.db.cuhk_cufs.File(id = 0,
-                                      client_id=client.id,
-                                      image_name=f.path,
-                                      modality = 'photo'
-                                      )
-                                     )
- 
-
-    else:
-      #Parsing the provided data
-      raw_files = open(self.m_sketch_file_name).readlines()
-      for f in raw_files:
-        f = f.rstrip("\n")
-        original_client_id = f[0] + f[2:6] #the original client id is [m|w]-number
-        client = bob.db.cuhk_cufs.Database().query(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_id == original_client_id.lower()) #GEtting the client_id
-        assert client.count() == 1
-        client = client[0]
-
-        f = os.path.join("ARFACE","sketch",f)
-        files.append(bob.db.cuhk_cufs.File(id         = 0,
-                                      client_id  = client.id,
-                                      image_name = f,
-                                      modality   = 'sketch'
-                                      )
-                                     )
-
-    return files    
-
-
-
-class XM2VTSWrapper():
-  """
-  Utility functions to deal with the XM2VTS database.
-  """
-
-  def __init__(self, 
-      photo_file_name=os.path.join(os.path.curdir,"bob","db","cuhk_cufs","data","XM2VTS_file_names_of_photos.txt"),
-      sketch_file_name=os.path.join(os.path.curdir,"bob","db","cuhk_cufs","data","XM2VTS_file_names_of_sketches.txt")
-   ):
-
-    self.m_photo_file_name  = photo_file_name
-    self.m_sketch_file_name = sketch_file_name
-
-
-
-  def get_clients(self):
-    """
-    Basically read the input file and extract the clients from the original file_name
-    """
-    raw_clients = open(self.m_photo_file_name).readlines()
-    clients = []
-    for c in raw_clients:
-      clients.append(c[5:8])
-    
-    return clients
-
-  def get_gender(self):
-    return 'none'
-
-  def get_clients_from_group(self, group=""):
-    """
-    This is a hand made protocol since the XM2VTS database is biased.
-
-    For that I shuffled the indexes of the 295 clients and will take:
-      - 40% for training --> 118
-      - 30% for developement --> 88
-      - 30% for testing --> 89
-    """
-    
-    indexes = [273, 241, 285, 256, 173, 193, 107, 55, 53, 143, 163, 63, 13, 113, 258, 271, 134, 17, 20, 227, 203, 96, 66, 112, 77, 237, 42, 61, 272, 161, 209, 206, 195, 140, 150, 294, 152, 136, 188, 232, 21, 75, 141, 25, 249, 269, 70, 217, 251, 29, 153, 83, 185, 94, 116, 265, 177, 38, 156, 191, 118, 121, 204, 100, 255, 286, 78, 260, 282, 33, 242, 200, 91, 224, 137, 180, 65, 12, 3, 151, 154, 1, 290, 198, 167, 212, 72, 133, 144, 57, 0, 211, 48, 292, 213, 277, 52, 223, 115, 230, 49, 4, 291, 214, 18, 71, 146, 289, 250, 268, 201, 170, 11, 178, 2, 155, 264, 64, 287, 14, 110, 30, 19, 149, 68, 183, 44, 60, 181, 283, 86, 139, 81, 126, 202, 120, 10, 9, 164, 218, 43, 148, 105, 186, 225, 93, 184, 50, 257, 132, 254, 27, 108, 106, 69, 252, 138, 122, 196, 175, 228, 7, 168, 135, 15, 231, 182, 280, 147, 54, 261, 79, 281, 125, 142, 101, 259, 41, 187, 16, 275, 248, 179, 169, 89, 245, 26, 73, 199, 90, 128, 236, 40, 166, 262, 84, 32, 97, 92, 174, 284, 37, 36, 111, 82, 104, 58, 98, 235, 215, 220, 130, 85, 216, 205, 274, 22, 244, 129, 247, 6, 240, 279, 5, 109, 31, 74, 127, 95, 117, 210, 165, 80, 59, 114, 194, 238, 207, 239, 267, 159, 243, 131, 171, 67, 222, 8, 47, 45, 99, 123, 229, 293, 270, 253, 46, 162, 263, 102, 76, 88, 28, 158, 278, 62, 246, 176, 124, 234, 276, 87, 24, 157, 119, 197, 190, 35, 34, 160, 56, 266, 172, 39, 233, 221, 192, 288, 23, 226, 219, 189, 208, 145, 103, 51]
-   
-    #Fetching the clients
-    import sqlalchemy
-    cuhk   = bob.db.cuhk_cufs.Database()
-    all_clients = numpy.array(cuhk.query(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_database=="xm2vts").order_by(bob.db.cuhk_cufs.Client.original_id).options(sqlalchemy.orm.subqueryload(bob.db.cuhk_cufs.Client.files)).all()) #forcing to bring the clients.
-
-    data_training = 118
-    data_dev      = 88
-    data_eval     = 89
-
-    clients = []
-    if(group=="world"):
-      offset = 0      
-      clients = all_clients[indexes[offset:offset+data_training]]
-    elif(group=="dev"):
-      offset = data_training
-      clients = all_clients[indexes[offset:offset+data_dev]]
-    else: 
-      offset  = data_training + data_dev
-      clients = all_clients[indexes[offset:offset+data_eval]]
-       
- 
-    #Fetching the correspondent files from bob.db.cuhk_cufs
-    #files = []    
-    #for c in clients:
-      #cuhk_files = cuhk.query(bob.db.cuhk_cufs.File).join(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.id==c.id)
-      #for f in cuhk_files:
-        #files.append(f)
-
-    return list(clients)
-    
-
-  def get_files_from_group_biased(self, group=""):
-    """
-    TODO: THE BOB.DB.XM2VTS PROTOCOLS ARE BIASED
-
-    Get the bob.db.cuhk_cufs.File for a given group (world, dev or eval).
-
-    There is no way to do it using ORM so I did a powerful SQL query in the XM2VTS.
-
-    SELECT client.* FROM client 
-      LEFT JOIN file ON file.client_id = client.id 
-      LEFT JOIN protocolPurpose_file_association ON protocolPurpose_file_association.file_id = file.id 
-      LEFT JOIN protocolPurpose ON protocolPurpose.id = protocolPurpose_file_association.protocolPurpose_id 
-      LEFT JOIN protocol ON protocol.id = protocolPurpose.protocol_id 
-
-      WHERE protocol.name = 'lp1' 
-      AND 
-      protocolPurpose.purpose='<purpose>'
-      AND 
-      protocolPurpose.sgroup='<group>'
-
-    """
-    from sqlalchemy import text
-    xm2vts = bob.db.xm2vts.Database()
-    cuhk   = bob.db.cuhk_cufs.Database()
-
-    #Getting the clients from ARFACE
-
-    sql = "SELECT client.* FROM client "\
-          "LEFT JOIN file ON file.client_id = client.id "\
-          "LEFT JOIN protocolPurpose_file_association ON protocolPurpose_file_association.file_id = file.id "\
-          "LEFT JOIN protocolPurpose ON protocolPurpose.id = protocolPurpose_file_association.protocolPurpose_id "\
-          "LEFT JOIN protocol ON protocol.id = protocolPurpose.protocol_id " \
-          "WHERE protocol.name = 'lp1'"\
-          "AND protocolPurpose.sgroup='"+ group +"'"
- 
-    clients = xm2vts.query(bob.db.xm2vts.Client).from_statement(text(sql)).all()
-
-    #Getting the correspondent files from bob.db.cuhk_cufs
-    files = []    
-    for c in clients:
-      cuhk_files = cuhk.query(bob.db.cuhk_cufs.File).join(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_id==c.id)
-      #print "{0} = {1}".format(c.id, cuhk_files.count())
-      for f in cuhk_files:
-        files.append(f)
-
-    return files
-
-
-
-
-  def get_annotations(self, annotation_dir, annotation_extension='.dat'):
-    """
-    Get the annotation objects
-    """
-
-    db = bob.db.cuhk_cufs.Database()
-    annotations = []
- 
-    for o in db.query(bob.db.cuhk_cufs.File).join(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_database=="xm2vts"):
-      #making the path
-      if(o.modality=="sketch"):
-        path = os.path.join(annotation_dir, o.path) + annotation_extension
-      else:
-        file_name = o.path.split("/")[2] #THE ORIGINAL XM2VTS RELATIVE PATH IS: XXX\XXX\XXX
-        path = os.path.join(annotation_dir,"xm2vts", "photo", file_name) + "_f02" +  annotation_extension #FOR SOME REASON THE AUTHORS SET THIS '_f02 IN THE END OF THE FILE'
-
-      #Reading the annotation file
-      original_annotations = read_annotations(path)
-      index = 0
-      for a in original_annotations:
-        
-        annotations.append(bob.db.cuhk_cufs.Annotation(o.id, 
-                                                  a[0],
-                                                  a[1],
-                                                  index = index
-                                                 ))
-        index += 1
-    return annotations
-
-
-
-
-  def get_files_from_modality(self, modality):
-    """
-    For a given modality, get the correct file object.
-
-    If modality=='photo', all the information will be taken from bob.db.arface
-    else, the data will be read from the original data files
-
-    **Parameters**
-
-      modality: Modality (photo | sketch)
-
-      clients: The list of bob.db.cuhk_cufs.clients
-
-    """
-
-    files = []
-    if(modality=='photo'):
-      db = bob.db.xm2vts.Database()
-      
-      #Parsing the provided data
-      raw_files = open(self.m_photo_file_name).readlines()
-      original_files = []      
-      for f in raw_files:
-        original_files.append(f[5:12])
-
-      for f in original_files:
-        #getting the original file object
-        query = db.query(bob.db.xm2vts.File).filter(bob.db.xm2vts.File.path.endswith(f))
-        assert query.count()==1
-        f_obj = query[0] 
-
-        #getting the CUHK-CUFS file
-        client = bob.db.cuhk_cufs.Database().query(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_id == f[0:3])
-        assert client.count() == 1
-        client = client[0]
- 
-        files.append(bob.db.cuhk_cufs.File(id = 0,
-                                      client_id=client.id,
-                                      image_name=f_obj.path,
-                                      modality = 'photo'
-                                      )
-                                     )
- 
-    else:
-      #Parsing the provided data
-      raw_files = open(self.m_sketch_file_name).readlines()
-
-      for f in raw_files:
-        f = f.rstrip("\n")
-        original_client_id = str(int(f[0:3]))        
-        client = bob.db.cuhk_cufs.Database().query(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_id == original_client_id)
-        assert client.count() == 1
-        client = client[0]
-
-        f = os.path.join("xm2vts","sketch",f) 
-        files.append(bob.db.cuhk_cufs.File(id         = 0,
-                                      client_id  = client.id,
-                                      image_name = f,
-                                      modality   = 'sketch'
-                                      )
-                                     )
-
-    return files    
-
-
-
-
-
-class CUHKWrapper():
-  """
-  Utility functions to deal with the CUHK database.
-  """
-
-  def __init__(self, 
-      file_name=os.path.join(os.path.curdir,"bob","db","cuhk_cufs","data","all-cuhk.txt"),      
-   ):
-
-    self.m_file_name  = file_name
-
-
-  def get_clients(self):
-    """
-    Basically read the input file and extract the clients from the original file_name
-    """
-    raw_clients = open(self.m_file_name).readlines()
-    clients = []
-    for c in raw_clients:
-      clients.append(c.split(" ")[1].rstrip("\n"))
-    
-    return list(set(clients))
-
-
-  def get_gender_from_client_id(self, client_id):
-    return 'man' if client_id[0]=='m' else 'woman'
-
-
-
-  def get_annotations(self, annotation_dir, annotation_extension='.dat'):
-    """
-    Get the annotation objects
-    """
-
-    db = bob.db.cuhk_cufs.Database()
-    annotations = []
- 
-    for o in db.query(bob.db.cuhk_cufs.File).join(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_database=="cuhk"):
-      #making the path
-      path = os.path.join(annotation_dir, o.path) + annotation_extension
-
-      #Reading the annotation file
-      original_annotations = read_annotations(path)
-      index = 0
-      for a in original_annotations:
-        annotations.append(bob.db.cuhk_cufs.Annotation(o.id, 
-                                                  a[0],
-                                                  a[1],
-                                                  index = index
-                                                 ))
-        index += 1
- 
-    return annotations
-
-
-  def get_clients_from_group(self, group=""):
-    """
-    This is a hand made protocol since there is no protocol for the CUHK-CUFS database.
-
-    For that I shuffled the indexes of the 188 clients and will take:
-      - 40% for training --> 75
-      - 30% for developement --> 56
-      - 30% for testing --> 57
-    """   
-   
-    indexes = [152, 70, 150, 120, 181, 64, 16, 66, 154, 1, 84, 35, 179, 105, 49, 159, 128, 14, 103, 157, 18, 148, 88, 134, 147, 72, 62, 110, 20, 27, 30, 187, 50, 117, 83, 71, 81, 61, 185, 85, 2, 145, 138, 45, 129, 151, 96, 132, 146, 87, 156, 173, 73, 38, 125, 69, 82, 34, 116, 102, 136, 91, 7, 143, 109, 112, 115, 63, 33, 165, 104, 170, 76, 36, 114, 5, 142, 90, 60, 40, 93, 67, 180, 77, 106, 130, 135, 124, 118, 6, 39, 97, 121, 4, 74, 86, 57, 24, 65, 167, 184, 163, 47, 169, 94, 8, 58, 126, 166, 15, 172, 11, 89, 162, 42, 98, 22, 133, 78, 175, 0, 160, 92, 37, 161, 17, 26, 122, 137, 164, 99, 149, 32, 95, 144, 46, 155, 168, 48, 182, 23, 80, 10, 140, 9, 55, 29, 113, 12, 54, 158, 52, 41, 119, 183, 25, 131, 107, 176, 31, 111, 108, 123, 79, 153, 178, 139, 51, 13, 177, 141, 171, 101, 3, 43, 68, 56, 21, 75, 28, 53, 44, 19, 174, 100, 127, 186, 59]
- 
-    #Fetching the clients
-    cuhk   = bob.db.cuhk_cufs.Database()
-    import sqlalchemy
-    all_clients = numpy.array(cuhk.query(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_database=="cuhk").order_by(bob.db.cuhk_cufs.Client.id).options(sqlalchemy.orm.subqueryload(bob.db.cuhk_cufs.Client.files)).all())
-
-    data_training = 75
-    data_dev      = 56
-    data_eval     = 57
-
-    clients = []
-    if(group=="world"):
-      offset = 0
-      clients = all_clients[indexes[offset:offset+data_training]]
-    elif(group=="dev"):
-      offset = data_training
-      clients = all_clients[indexes[offset:offset+data_dev]]
-    else: 
-      offset  = data_training + data_dev
-      clients = all_clients[indexes[offset:offset+data_eval]]
- 
-    #Fetching the correspondent files from bob.db.cuhk_cufs
-    #files = []    
-    #for c in clients:
-      #cuhk_files = cuhk.query(bob.db.cuhk_cufs.File).join(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.id==c.id)
-      #for f in cuhk_files:
-        #files.append(f)
-
-    return list(clients)
- 
-
-
-  def get_files(self):
-    """
-    Get the correct file object from insert
-    """
-    raw_data = open(self.m_file_name).readlines()
-    files = []
-    for d in raw_data:
-      d = d.rstrip("\n")
-
-      original_client_id = d.split(" ")[1]
-      image_name         = d.split(" ")[0]
-      modality           = 'sketch' if (image_name.find('sketch')>-1) else 'photo'
-
-      client = bob.db.cuhk_cufs.Database().query(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_id == original_client_id)
-      assert client.count() == 1
-      client = client[0]    
-
-      files.append(bob.db.cuhk_cufs.File(id         = 0,
-                                    client_id  = client.id,
-                                    image_name = image_name,
-                                    modality   = modality
-                                    )
-                                   )
-
-    return files
diff --git a/bob/db/cuhk_cufs/__init__.py b/bob/db/cuhk_cufsf/__init__.py
similarity index 87%
rename from bob/db/cuhk_cufs/__init__.py
rename to bob/db/cuhk_cufsf/__init__.py
index 7e77756c97275496311b49ae9dfcd5335220c8b1..df5d69735482cc84806cc60633f7a9c4b72b7cfb 100644
--- a/bob/db/cuhk_cufs/__init__.py
+++ b/bob/db/cuhk_cufsf/__init__.py
@@ -1,7 +1,7 @@
 #!/usr/bin/env python
 # vim: set fileencoding=utf-8 :
-# @author: Elie Khoury <Elie.Khoury@idiap.ch>
-# @date: Thu Aug 22 17:43:04 CEST 2013
+# @author: Tiago de Freitas Pereira <tiago.pereira@idiap.ch>
+# @date: Mon 16 Nov 2015 17:06:40 CET
 #
 # Copyright (C) 2012-2014 Idiap Research Institute, Martigny, Switzerland
 #
@@ -21,7 +21,7 @@
 """
 
 from .query import Database
-from bob.db.cuhk_cufs.models import File, Client, Annotation, Protocol_File_Association
+from bob.db.cuhk_cufsf.models import File, Client, Annotation, Protocol_File_Association
 
 def get_config():
   """Returns a string containing the configuration information.
diff --git a/bob/db/cuhk_cufsf/create.py b/bob/db/cuhk_cufsf/create.py
new file mode 100644
index 0000000000000000000000000000000000000000..329a052016f89f7aaa79b934b3d4aa7ed03ca5d5
--- /dev/null
+++ b/bob/db/cuhk_cufsf/create.py
@@ -0,0 +1,324 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# @author: Tiago de Freitas Pereira <tiago.pereira@idiap.ch>
+# @date:   Tue Aug  11 14:07:00 CEST 2015
+#
+# Copyright (C) 2011-2013 Idiap Research Institute, Martigny, Switzerland
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, version 3 of the License.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+"""
+This script creates the CUHK-CUFS database in a single pass.
+"""
+
+import os
+
+from .models import *
+from utils import FERETWrapper
+
+def add_clients_files_annotations(session, verbose = True):
+
+  """
+   Adds the clients and the files
+   
+   Returns a map with the client_id as a key with a list its file ids
+  """
+   
+  #Adding the clients from XM2VTS
+  feret          = FERETWrapper()
+  feret_clients  = feret.get_clients_files()
+
+  output = {} 
+
+  if verbose>=1: print('Adding FERET clients and files to the database ...')
+    
+  client_id_offset = 0
+  file_id_offset   = 0  
+  for c in feret_clients:
+
+    client_id_offset   += 1
+    original_client_id = c
+ 
+    if verbose>=1: print("  Adding client {0}".format(original_client_id))   
+    session.add(Client(id=client_id_offset, 
+                       original_id = original_client_id
+                ))
+     
+    #Adding sketch
+    file_id_offset += 1
+    session.add(File(id=file_id_offset, 
+                     image_name=feret_clients[c][0],
+                     client_id = client_id_offset,
+                     modality="sketch"
+                ))                
+    output[client_id_offset] = [file_id_offset]
+
+    r_annotations = open("bob/db/cuhk_cufsf/data/sketch_points/{0}.3pts".format(feret_clients[c][0])).readlines()[0].rstrip("\n").split(" ")
+    l_annotations = open("bob/db/cuhk_cufsf/data/sketch_points/{0}.3pts".format(feret_clients[c][0])).readlines()[1].rstrip("\n").split(" ")    
+    session.add(Annotation(file_id = file_id_offset, re_x=r_annotations[0], re_y=r_annotations[1], le_x=l_annotations[0], le_y=l_annotations[1] ))
+
+    
+    
+    #Adding photo
+    file_id_offset += 1
+    session.add(File(id=file_id_offset, 
+                     image_name=feret_clients[c][1],
+                     client_id = client_id_offset,
+                     modality="photo"
+                ))
+    output[client_id_offset].append(file_id_offset)
+    annotations = open("bob/db/cuhk_cufsf/data/photo_points/{0}tif.pos".format(feret_clients[c][1])).readlines()[0].rstrip("\n").split(" ")
+    session.add(Annotation(file_id = file_id_offset, re_x=annotations[2], re_y=annotations[3], le_x=annotations[0], le_y=annotations[1] ))
+    
+
+  return output
+
+
+
+def add_search_protocols(session, verbose, clients):
+
+  protocols = ['search_split1','search_split2','search_split3','search_split4','search_split5']
+  feret          = FERETWrapper()
+  for p in protocols:
+  
+    if verbose>=1: print("  Adding protocol {0}".format(p)) 
+  
+    world, dev = feret.get_clients_for_search()
+
+
+    #Adding training set
+    for w in world:
+      
+      for f in clients[w]:
+        #ADDING PHOTO -> SKETCH
+        protocol = "{0}_p2s".format(p)
+        session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                    protocol,
+                    "world",
+                    "train", 
+                    f))
+
+        #ADDING PHOTO <- SKETCH
+        protocol = "{0}_s2p".format(p)        
+        session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                    protocol,
+                    "world",
+                    "train", 
+                    f))
+
+    #Adding dev set
+    for d in dev:
+      
+      #ADDING PHOTO -> SKETCH 
+      # ENROLL
+      protocol = "{0}_p2s".format(p)
+      session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                  protocol,
+                  "dev",
+                  "enroll", 
+                  clients[d][1]))
+
+      #ADDING PHOTO -> SKETCH
+      # PROBE
+      session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                    protocol,
+                    "dev",
+                    "probe", 
+                    clients[d][0]))
+
+
+
+      #ADDING PHOTO <- SKETCH 
+      # ENROLL
+      protocol = "{0}_s2p".format(p)
+      session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                  protocol,
+                  "dev",
+                  "enroll", 
+                  clients[d][1]))
+
+      #ADDING PHOTO <- SKETCH
+      # PROBE
+      session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                    protocol,
+                    "dev",
+                    "probe", 
+                    clients[d][0]))
+
+
+
+def add_verification_protocols(session, verbose, clients):
+
+  protocols = ['idiap_verification']
+  feret          = FERETWrapper()
+  for p in protocols:
+  
+    if verbose>=1: print("  Adding protocol {0}".format(p)) 
+  
+    world, dev, test = feret.get_clients_for_verification()
+
+    #Adding training set
+    for w in world:
+      
+      for f in clients[w]:
+        #ADDING PHOTO -> SKETCH
+        protocol = "{0}_p2s".format(p)
+        session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                    protocol,
+                    "world",
+                    "train", 
+                    f))
+
+        #ADDING PHOTO <- SKETCH
+        protocol = "{0}_s2p".format(p)        
+        session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                    protocol,
+                    "world",
+                    "train", 
+                    f))
+        
+
+    #Adding dev set
+    for d in dev:
+      
+      #ADDING PHOTO -> SKETCH 
+      # ENROLL
+      protocol = "{0}_p2s".format(p)
+      session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                  protocol,
+                  "dev",
+                  "enroll", 
+                  clients[d][1]))
+
+      #ADDING PHOTO -> SKETCH
+      # PROBE
+      session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                    protocol,
+                    "dev",
+                    "probe", 
+                    clients[d][0]))
+
+
+
+      #ADDING PHOTO <- SKETCH 
+      # ENROLL
+      protocol = "{0}_s2p".format(p)
+      session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                  protocol,
+                  "dev",
+                  "enroll", 
+                  clients[d][1]))
+
+      #ADDING PHOTO <- SKETCH
+      # PROBE
+      session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                    protocol,
+                    "dev",
+                    "probe", 
+                    clients[d][0]))      
+
+
+    #Adding eval set
+    for t in test:
+      
+      #ADDING PHOTO -> SKETCH 
+      # ENROLL
+      protocol = "{0}_p2s".format(p)
+      session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                  protocol,
+                  "eval",
+                  "enroll", 
+                  clients[t][1]))
+
+      #ADDING PHOTO -> SKETCH
+      # PROBE
+
+      session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                    protocol,
+                    "eval",
+                    "probe", 
+                    clients[t][0]))
+
+
+
+      #ADDING PHOTO <- SKETCH 
+      # ENROLL
+      protocol = "{0}_s2p".format(p)
+      session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                  protocol,
+                  "eval",
+                  "enroll", 
+                  clients[t][1]))
+
+      #ADDING PHOTO <- SKETCH
+      # PROBE
+      session.add(bob.db.cuhk_cufsf.Protocol_File_Association(
+                    protocol,
+                    "eval",
+                    "probe", 
+                    clients[t][0]))
+
+
+
+def create_tables(args):
+  """Creates all necessary tables (only to be used at the first time)"""
+
+  from bob.db.base.utils import create_engine_try_nolock
+
+  engine = create_engine_try_nolock(args.type, args.files[0], echo=(args.verbose >= 2));
+  Client.metadata.create_all(engine)
+  File.metadata.create_all(engine) 
+  Annotation.metadata.create_all(engine)
+  
+
+# Driver API
+# ==========
+
+def create(args):
+  """Creates or re-creates this database"""
+
+  from bob.db.base.utils import session_try_nolock
+
+  dbfile = args.files[0]
+
+  if args.recreate:
+    if args.verbose and os.path.exists(dbfile):
+      print('unlinking %s...' % dbfile)
+    if os.path.exists(dbfile): os.unlink(dbfile)
+
+  if not os.path.exists(os.path.dirname(dbfile)):
+    os.makedirs(os.path.dirname(dbfile))
+
+  # the real work...
+  create_tables(args)
+  s = session_try_nolock(args.type, args.files[0], echo=(args.verbose >= 2))
+  
+  clients = add_clients_files_annotations(s, args.verbose)
+
+  add_search_protocols(s, args.verbose, clients)
+  add_verification_protocols(s, args.verbose, clients)
+ 
+  s.commit()
+  s.close()
+
+def add_command(subparsers):
+  """Add specific subcommands that the action "create" can use"""
+
+  parser = subparsers.add_parser('create', help=create.__doc__)
+
+  parser.add_argument('-r', '--recreate', action='store_true', help='If set, I\'ll first erase the current database')
+  parser.add_argument('-v', '--verbose', action='count', help='Increase verbosity?')
+  parser.add_argument('-s', '--sketch-dir', default='.',  help="The directory that contains the CUFSF (defaults to %(default)s)")
+  
+
+  parser.set_defaults(func=create) #action
diff --git a/bob/db/cuhk_cufsf/data/feret_filenames.txt b/bob/db/cuhk_cufsf/data/feret_filenames.txt
new file mode 100755
index 0000000000000000000000000000000000000000..0cca817138c677b446574692b11826947b46e230
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/feret_filenames.txt
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diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01181.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01181.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..12805aac93b4ce4eed23060ba181373ba3cf2551
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01181.3pts
@@ -0,0 +1,3 @@
+342.000000 343.000000
+467.000000 348.000000
+410.000000 477.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01182.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01182.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..931a00fc9b8018fef2d8869c0dc8bdf472811229
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01182.3pts
@@ -0,0 +1,3 @@
+315.000000 329.000000
+449.000000 336.000000
+382.000000 461.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01183.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01183.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..ac0f88b9671fae602d5a410aab9699bad72e226e
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01183.3pts
@@ -0,0 +1,3 @@
+332.000000 319.000000
+454.000000 323.000000
+397.000000 444.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01184.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01184.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..c3d0b9864ba9c89e8b7f641cc3cd410163e24a75
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01184.3pts
@@ -0,0 +1,3 @@
+331.000000 310.000000
+458.000000 315.000000
+393.000000 443.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01185.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01185.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..7792dbbdddff9916cb929a8978eabcd4e03e7ccc
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01185.3pts
@@ -0,0 +1,3 @@
+323.000000 314.000000
+448.000000 321.000000
+379.000000 437.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01186.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01186.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..c1fd4eebb49acb35a2d4eea63ee2297f5f6ee928
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01186.3pts
@@ -0,0 +1,3 @@
+330.000000 326.000000
+456.000000 332.000000
+391.000000 462.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01187.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01187.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..19d51b3dda25c8993feeb42afcfb93f4a06ccee3
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01187.3pts
@@ -0,0 +1,3 @@
+331.000000 305.000000
+456.000000 310.000000
+394.000000 457.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01188.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01188.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..0755b5c7cc6e6f042fc9a61a78ce61d2e4d8cdfb
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01188.3pts
@@ -0,0 +1,3 @@
+321.000000 280.000000
+457.000000 288.000000
+388.000000 419.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01189.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01189.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..42e61552ed83ad2519e13ab651712913667b2b94
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01189.3pts
@@ -0,0 +1,3 @@
+353.000000 329.000000
+484.000000 336.000000
+414.000000 466.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01190.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01190.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..50f162bcc996d5fd30fa5518d2b9225bb17d9cb5
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01190.3pts
@@ -0,0 +1,3 @@
+337.000000 319.000000
+468.000000 329.000000
+403.000000 456.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01191.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01191.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..3853b3e11643576507bfab053693042c764fc7a1
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01191.3pts
@@ -0,0 +1,3 @@
+341.000000 315.000000
+468.000000 321.000000
+402.000000 440.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01192.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01192.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..9aa3ebec5e10b616a722840fb4b24f071eea320d
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01192.3pts
@@ -0,0 +1,3 @@
+325.000000 329.000000
+455.000000 337.000000
+392.000000 460.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01193.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01193.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..dffac1271a2bdc832f11549b6f4225eae8d8fd16
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01193.3pts
@@ -0,0 +1,3 @@
+326.000000 335.000000
+455.000000 342.000000
+396.000000 472.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01194.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01194.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..9cc4ba9d940a1ec2e34f7fafdaad8e66b6734c4d
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01194.3pts
@@ -0,0 +1,3 @@
+340.000000 337.000000
+466.000000 344.000000
+407.000000 466.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01195.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01195.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..527de0fa9207e4a9e908a2f6fc30d8a64e480eaf
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01195.3pts
@@ -0,0 +1,3 @@
+330.000000 308.000000
+458.000000 312.000000
+399.000000 434.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01196.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01196.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..5234d21e55f5a8e6e93556b3924ab5309d4dc28e
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01196.3pts
@@ -0,0 +1,3 @@
+339.000000 354.000000
+466.000000 360.000000
+402.000000 484.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01197.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01197.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..465615b833c0713d8f477e2f54921dc91b905f89
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01197.3pts
@@ -0,0 +1,3 @@
+322.000000 336.000000
+445.000000 343.000000
+380.000000 474.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01198.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01198.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..9e2515506413646d7bda37def67518528e6b6564
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01198.3pts
@@ -0,0 +1,3 @@
+323.000000 302.000000
+458.000000 310.000000
+393.000000 434.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01199.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01199.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..8426f2268ef74fc79bfb9547a564de1f23b1bcbf
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01199.3pts
@@ -0,0 +1,3 @@
+333.000000 326.000000
+460.000000 334.000000
+395.000000 468.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01200.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01200.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..1c15fd537df02b8186ba8b631b5b6186f09819b6
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01200.3pts
@@ -0,0 +1,3 @@
+353.000000 302.000000
+476.000000 311.000000
+420.000000 436.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01201.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01201.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..6968df629584ae83555a7f0869d428f7976c4b00
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01201.3pts
@@ -0,0 +1,3 @@
+323.000000 341.000000
+451.000000 346.000000
+387.000000 476.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01202.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01202.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..7385f118abc7683451b9fbd3f49b1833017f9369
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01202.3pts
@@ -0,0 +1,3 @@
+338.000000 310.000000
+459.000000 316.000000
+396.000000 434.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01203.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01203.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..1956183fbee8f5d67095801826f38d459dda5dd5
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01203.3pts
@@ -0,0 +1,3 @@
+325.000000 287.000000
+445.000000 294.000000
+381.000000 424.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01204.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01204.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..000e7604b04a1c4053e5f6e09d18cbfb4561a0de
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01204.3pts
@@ -0,0 +1,3 @@
+321.000000 331.000000
+441.000000 336.000000
+388.000000 467.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01205.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01205.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..0cd0af5be84b1f5fea921cf059851c3e6748ccd1
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01205.3pts
@@ -0,0 +1,3 @@
+325.000000 288.000000
+460.000000 294.000000
+391.000000 421.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01206.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01206.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..f63e8bc11284392733e0d86f5c83483d5e976a0d
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01206.3pts
@@ -0,0 +1,3 @@
+322.000000 333.000000
+455.000000 338.000000
+387.000000 477.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01207.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01207.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..801e5b0695b31f6dc9f9853d1dc898f972fe990d
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01207.3pts
@@ -0,0 +1,3 @@
+329.000000 307.000000
+453.000000 314.000000
+397.000000 436.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01208.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01208.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..99ace3e03776727356ed49f0d60a98086a0c235c
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01208.3pts
@@ -0,0 +1,3 @@
+332.000000 293.000000
+456.000000 300.000000
+391.000000 418.000000
diff --git a/bob/db/cuhk_cufsf/data/sketch_points/01209.3pts b/bob/db/cuhk_cufsf/data/sketch_points/01209.3pts
new file mode 100755
index 0000000000000000000000000000000000000000..aa327c17b856c42e5615b8ceb609631b93333299
--- /dev/null
+++ b/bob/db/cuhk_cufsf/data/sketch_points/01209.3pts
@@ -0,0 +1,3 @@
+328.000000 328.000000
+457.000000 336.000000
+391.000000 473.000000
diff --git a/bob/db/cuhk_cufsf/db.sql3 b/bob/db/cuhk_cufsf/db.sql3
new file mode 100644
index 0000000000000000000000000000000000000000..2f2ee3ac64bfd71bfce33d96d08026c20e9cc988
Binary files /dev/null and b/bob/db/cuhk_cufsf/db.sql3 differ
diff --git a/bob/db/cuhk_cufs/driver.py b/bob/db/cuhk_cufsf/driver.py
similarity index 99%
rename from bob/db/cuhk_cufs/driver.py
rename to bob/db/cuhk_cufsf/driver.py
index fd5db157d4ce95c7de8a002b48af97d253093054..0817d433c206ff99093d01319db94fb24984b145 100644
--- a/bob/db/cuhk_cufs/driver.py
+++ b/bob/db/cuhk_cufsf/driver.py
@@ -80,7 +80,7 @@ def checkfiles(args):
 class Interface(BaseInterface):
 
   def name(self):
-    return 'cuhk_cufs'
+    return 'cuhk_cufsf'
 
   def version(self):
     import pkg_resources  # part of setuptools
diff --git a/bob/db/cuhk_cufs/models.py b/bob/db/cuhk_cufsf/models.py
similarity index 59%
rename from bob/db/cuhk_cufs/models.py
rename to bob/db/cuhk_cufsf/models.py
index eeb12d8a866ab6f8c6b038576894e7c57f622cc9..c3a4f3ccb873d9bdb189f54b2fbd576d5867f7ef 100644
--- a/bob/db/cuhk_cufs/models.py
+++ b/bob/db/cuhk_cufsf/models.py
@@ -1,7 +1,7 @@
 #!/usr/bin/env python
 # vim: set fileencoding=utf-8 :
 # @author: Tiago de Freitas Pereira<tiago.pereira@idiap.ch>
-# @date:   Mon Aug  9 14:12:51 CEST 2015
+# @date: Mon 16 Nov 2015 16:11:22 CET 
 #
 # Copyright (C) 2011-2013 Idiap Research Institute, Martigny, Switzerland
 #
@@ -18,10 +18,8 @@
 # along with this program.  If not, see <http://www.gnu.org/licenses/>.
 
 """
-Table models and functionality for the CUHK-CUFS DATABASE
+Table models and functionality for the CUHK-CUFSF DATABASE
 
-This model, models only the CUHK part.
-The ARFACE part and the XM2VTS part are extended from, respectivelly, bob.db.arface, bob.db.xm2vts
 
 """
 
@@ -38,10 +36,9 @@ import os
 Base = declarative_base()
 
 """ Defining protocols. Yes, they are static """
-PROTOCOLS = ('cuhk_p2s', 'arface_p2s', 'xm2vts_p2s', 'all-mixed_p2s', 'cuhk-arface-xm2vts_p2s', 'cuhk-xm2vts-arface_p2s',
-  'arface-cuhk-xm2vts_p2s', 'arface-xm2vts-cuhk_p2s', 'xm2vts-cuhk-arface_p2s', 'xm2vts-arface-cuhk_p2s',
-  'cuhk_s2p', 'arface_s2p', 'xm2vts_s2p', 'all-mixed_s2p', 'cuhk-arface-xm2vts_s2p', 'cuhk-xm2vts-arface_s2p',
-  'arface-cuhk-xm2vts_s2p', 'arface-xm2vts-cuhk_s2p', 'xm2vts-cuhk-arface_s2p', 'xm2vts-arface-cuhk_s2p')
+PROTOCOLS = ('search_split1_p2s','search_split2_p2s','search_split3_p2s','search_split4_p2s','search_split5_p2s',
+             'search_split1_s2p','search_split2_s2p','search_split3_s2p','search_split4_s2p','search_split5_s2p',
+             'idiap_verification_p2s','idiap_verification_s2p')
 
 
 GROUPS    = ('world', 'dev', 'eval')
@@ -60,14 +57,14 @@ class Protocol_File_Association(Base):
   purpose  = Column('purpose', Enum(*PURPOSES), primary_key=True)
 
   file_id   = Column('file_id',  Integer, ForeignKey('file.id'), primary_key=True)
-  client_id  = Column('client_id',  Integer, ForeignKey('client.id'), primary_key=True)
+  #client_id  = Column('client_id',  Integer, ForeignKey('client.id'), primary_key=True)
 
-  def __init__(self, protocol, group, purpose, file_id, client_id):
+  def __init__(self, protocol, group, purpose, file_id):
     self.protocol  = protocol
     self.group     = group
     self.purpose   = purpose
     self.file_id   = file_id
-    self.client_id = client_id
+    #self.client_id = client_id
 
 
 
@@ -79,19 +76,16 @@ class Client(Base):
   __tablename__ = 'client'
 
   # We define the possible values for the member variables as STATIC class variables
-  gender_choices    = ('man', 'woman','none')
-  database_choices  = ('cuhk','arface','xm2vts') 
+  database_choices  = ('feret',) 
 
   id          = Column(Integer, primary_key=True)
-  original_id       = Column(Integer)
+  original_id       = Column(String(5))
   original_database = Column(Enum(*database_choices))
-  gender = Column(Enum(*gender_choices))
 
-  def __init__(self, id, gender, original_id, original_database):
-    self.id = id
-    self.gender = gender
-    self.original_id = original_id
-    self.original_database = original_database
+  def __init__(self, id, original_id):
+    self.id                = id
+    self.original_id       = original_id
+    self.original_database = 'feret'
 
   def __repr__(self):
     return "<Client({0}, {1}, {2})>".format(self.id, self.original_database, self.original_id)
@@ -99,31 +93,29 @@ class Client(Base):
 
 class Annotation(Base):
   """
-  The CUHK-CUFS provides 35 coordinates.
-  To model this coordinates this table was built.
-  The columns are the following:
-
     - Annotation.id
     - x
     - y
-
   """  
   __tablename__ = 'annotation'
 
   file_id = Column(Integer, ForeignKey('file.id'), primary_key=True)
-  x     = Column(Integer, primary_key=True)
-  y     = Column(Integer, primary_key=True)  
-  index = Column(Integer) 
+  le_x     = Column(Integer)
+  le_y     = Column(Integer)  
+  re_x     = Column(Integer)
+  re_y     = Column(Integer)  
 
-  def __init__(self, file_id, x,y, index=0):
+
+  def __init__(self, file_id, le_x, le_y, re_x, re_y):
     self.file_id = file_id
-    self.x          = x
-    self.y          = y
-    self.index      = index
+    self.le_x          = le_x
+    self.le_y          = le_y
+    self.re_x          = re_x
+    self.re_y          = re_y
 
 
   def __repr__(self):
-    return "<Annotation(file_id:{0}, index:{1}, y={2}, x={3})>".format(self.file_id, self.index, self.y, self.x)
+    return "<Annotation(file_id:{0}, le_x={1}, le_y={2}), re_x={3}, re_y={4})>".format(self.file_id, self.le_x, self.le_y, self.re_x, self.re_y)
 
 
 
@@ -144,27 +136,20 @@ class File(Base, bob.db.verification.utils.File):
   modality  = Column(Enum(*modality_choices))
 
   # a back-reference from the client class to a list of files
-  client      = relationship("Client", backref=backref("files", order_by=id))
-  all_annotations = relationship("Annotation", backref=backref("file"), uselist=True, order_by=Annotation.index)
+  client          = relationship("Client", backref=backref("files", order_by=id))
+  all_annotations = relationship("Annotation", backref=backref("file"), uselist=True)
 
   def __init__(self, id, image_name, client_id, modality):
     # call base class constructor
     bob.db.verification.utils.File.__init__(self, file_id = id, client_id = client_id, path = image_name)
-    #bob.db.verification.utils.File.__init__(self, client_id = client_id, path = image_name)
     self.modality = modality
 
+  
   def annotations(self, annotation_type="eyes_center"):
     if annotation_type=="eyes_center":
-      return {'reye' : (self.all_annotations[16].y, self.all_annotations[16].x), 'leye' : (self.all_annotations[18].y, self.all_annotations[18].x) }
-    else:      
-      data = {}
-      for i in range(len(self.all_annotations)):
-        a = self.all_annotations[i]
-        data[i] = (a.y, a.x)
- 
-      return data
-
+      return {'reye' : (self.all_annotations[0].re_y, self.all_annotations[0].re_x), 'leye' : (self.all_annotations[0].le_y, self.all_annotations[0].le_x) }
+    else:
+      raise ValueError("Invalid annotation type {0}".format(annotation_type))
+    
     
-
-
 
diff --git a/bob/db/cuhk_cufs/query.py b/bob/db/cuhk_cufsf/query.py
similarity index 80%
rename from bob/db/cuhk_cufs/query.py
rename to bob/db/cuhk_cufsf/query.py
index 541c8305a60e61d2a142eb6ca5b866edc6ce63fc..b722d8c769e6bbc32294c3ab3c040fd67d41a7f6 100644
--- a/bob/db/cuhk_cufs/query.py
+++ b/bob/db/cuhk_cufsf/query.py
@@ -31,18 +31,23 @@ SQLITE_FILE = Interface().files()[0]
 
 class Database(bob.db.verification.utils.SQLiteDatabase, bob.db.verification.utils.ZTDatabase):
 
-  """Wrapper class for the CUHK-CUFS database for Heterogeneous face recognition recognition (http://mmlab.ie.cuhk_cufs.edu.hk/archive/facesketch.html).
-
+  """Wrapper class for the CUHK-CUFSF database for Heterogeneous face recognition recognition (http://mmlab.ie.cuhk.edu.hk/archive/cufsf/).
   """
 
-  def __init__(self, original_directory = None, original_extension = None, arface_directory="", xm2vts_directory=""):
+  def __init__(self, original_directory = None, original_extension = None, feret_directory = None):
+    """
+    Constructore
+    
+    Keyword parameters:
+      original_directory : The CUHK-CUFS path
+      original_extension : The extension of the image files (**A list of possible extensions is acceptable**)
+      feret_directory : The CUHK-CUFS path      
+    """
+
     # call base class constructors to open a session to the database
     bob.db.verification.utils.SQLiteDatabase.__init__(self, SQLITE_FILE, File)
     bob.db.verification.utils.ZTDatabase.__init__(self, original_directory=original_directory, original_extension=original_extension)
 
-    self.arface_directory = arface_directory
-    self.xm2vts_directory = xm2vts_directory
-
   
   def protocols(self):
     return PROTOCOLS
@@ -65,11 +70,8 @@ class Database(bob.db.verification.utils.SQLiteDatabase, bob.db.verification.uti
     # check if directory is set
     original_directory = self.original_directory
     if file.modality=="photo": 
-      if file.client.original_database=="xm2vts":
-        original_directory = self.xm2vts_directory
-      elif file.client.original_database=="arface":
-        original_directory = self.arface_directory 
-    
+        original_directory = self.feret_directory
+
 
     if not original_directory or not self.original_extension:
       raise ValueError("The original_directory and/or the original_extension were not specified in the constructor.")
@@ -117,25 +119,25 @@ class Database(bob.db.verification.utils.SQLiteDatabase, bob.db.verification.uti
       raise ValueError("Please, select only one of the following protocols {0}".format(protocols))
  
     #Querying
-    query = self.query(bob.db.cuhk_cufs.File, bob.db.cuhk_cufs.Protocol_File_Association).join(bob.db.cuhk_cufs.Protocol_File_Association).join(bob.db.cuhk_cufs.Client)
+    query = self.query(bob.db.cuhk_cufsf.File, bob.db.cuhk_cufsf.Protocol_File_Association).join(bob.db.cuhk_cufsf.Protocol_File_Association).join(bob.db.cuhk_cufsf.Client)
 
     #filtering
-    query = query.filter(bob.db.cuhk_cufs.Protocol_File_Association.group.in_(groups))
-    query = query.filter(bob.db.cuhk_cufs.Protocol_File_Association.protocol.in_(protocols))
-    query = query.filter(bob.db.cuhk_cufs.Protocol_File_Association.purpose.in_(purposes))
+    query = query.filter(bob.db.cuhk_cufsf.Protocol_File_Association.group.in_(groups))
+    query = query.filter(bob.db.cuhk_cufsf.Protocol_File_Association.protocol.in_(protocols))
+    query = query.filter(bob.db.cuhk_cufsf.Protocol_File_Association.purpose.in_(purposes))
 
     if model_ids is not None:     
       if type(model_ids) is not list and type(model_ids) is not tuple:
         model_ids = [model_ids]
      
       #if you provide a client object as input and not the ids    
-      if type(model_ids[0]) is bob.db.cuhk_cufs.Client:
+      if type(model_ids[0]) is bob.db.cuhk_cufsf.Client:
         model_aux = []
         for m in model_ids:
           model_aux.append(m.id)
         model_ids = model_aux       
 
-      query = query.filter(bob.db.cuhk_cufs.Client.id.in_(model_ids))
+      query = query.filter(bob.db.cuhk_cufsf.Client.id.in_(model_ids))
 
     raw_files = query.all()
     files     = []
@@ -159,11 +161,11 @@ class Database(bob.db.verification.utils.SQLiteDatabase, bob.db.verification.uti
       raise ValueError("Please, select only one of the following protocols {0}".format(protocols))
  
     #Querying
-    query = self.query(bob.db.cuhk_cufs.Client).join(bob.db.cuhk_cufs.File).join(bob.db.cuhk_cufs.Protocol_File_Association)
+    query = self.query(bob.db.cuhk_cufsf.Client).join(bob.db.cuhk_cufsf.File).join(bob.db.cuhk_cufsf.Protocol_File_Association)
 
     #filtering
-    query = query.filter(bob.db.cuhk_cufs.Protocol_File_Association.group.in_(groups))
-    query = query.filter(bob.db.cuhk_cufs.Protocol_File_Association.protocol.in_(protocols))
+    query = query.filter(bob.db.cuhk_cufsf.Protocol_File_Association.group.in_(groups))
+    query = query.filter(bob.db.cuhk_cufsf.Protocol_File_Association.protocol.in_(protocols))
 
     return [c.id for c in query.all()]
 
diff --git a/bob/db/cuhk_cufsf/test.py b/bob/db/cuhk_cufsf/test.py
new file mode 100644
index 0000000000000000000000000000000000000000..793af61260faadc762c929ce33737d19fd501470
--- /dev/null
+++ b/bob/db/cuhk_cufsf/test.py
@@ -0,0 +1,147 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# Tiago de Freitas Pereira <tiago.pereira@idiap.ch>
+# Thu Oct 09 11:27:27 CEST 2014
+#
+# Copyright (C) 2011-2014 Idiap Research Institute, Martigny, Switzerland
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, version 3 of the License.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <http://www.gnu.org/licenses/>.
+
+"""A few checks on the protocols of a subset of the CUHK database
+"""
+
+import bob.db.cuhk_cufsf
+#possible_protocols  = ["cuhk"]
+
+""" Defining protocols. Yes, they are static """
+PROTOCOLS = ('search_split1_p2s','search_split2_p2s','search_split3_p2s','search_split4_p2s','search_split5_p2s',
+             'search_split1_s2p','search_split2_s2p','search_split3_s2p','search_split4_s2p','search_split5_s2p',
+             'idiap_verification_p2s','idiap_verification_s2p')
+
+GROUPS    = ('world', 'dev', 'eval')
+
+PURPOSES   = ('train', 'enroll', 'probe')
+
+
+
+def test01_protocols_purposes_groups():
+  
+  #testing protocols
+  possible_protocols = bob.db.cuhk_cufsf.Database().protocols()
+  for p in possible_protocols:
+    assert p  in PROTOCOLS
+
+  #testing purposes
+  possible_purposes = bob.db.cuhk_cufsf.Database().purposes()
+  for p in possible_purposes:
+    assert p  in PURPOSES
+
+  #testing GROUPS
+  possible_groups = bob.db.cuhk_cufsf.Database().groups()
+  for p in possible_groups:
+    assert p  in GROUPS
+
+
+def test02_search_files_protocols():
+
+  total_data = 2388
+  world      = 1400
+  dev        = 988
+  dev_enroll = 494
+  dev_probe  = 494
+  
+  
+  protocols = bob.db.cuhk_cufsf.Database().protocols()
+    
+  for p in protocols:
+  
+    if "search" in p:  
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p)) == total_data
+    
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p, groups="world")) == world
+
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p, groups="dev")) == dev
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p, groups="dev", purposes="enroll")) == dev_enroll
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p, groups="dev", purposes="probe"))  == dev_probe
+    
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p, groups="eval")) == 0
+
+
+def test03_verification_files_protocols():
+
+  total_data = 2388
+  world      = 700
+
+
+  dev        = 700
+  dev_enroll = 350
+  dev_probe  = 350
+
+  eval        = 988
+  eval_enroll = 494
+  eval_probe  = 494
+  
+  
+  protocols = bob.db.cuhk_cufsf.Database().protocols()
+    
+  for p in protocols:
+  
+    if "verification" in p:  
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p)) == total_data
+    
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p, groups="world")) == world
+
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p, groups="dev")) == dev
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p, groups="dev", purposes="enroll")) == dev_enroll
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p, groups="dev", purposes="probe"))  == dev_probe
+    
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p, groups="eval")) == eval
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p, groups="eval", purposes="enroll")) == eval_enroll
+      assert len(bob.db.cuhk_cufsf.Database().objects(protocol=p, groups="eval", purposes="probe"))  == eval_probe
+
+
+
+def test04_strings():
+  
+  db = bob.db.cuhk_cufsf.Database()
+
+  for p in PROTOCOLS:
+    for g in GROUPS:
+      for u in PURPOSES:
+        files = db.objects(purposes=u, groups=g, protocol=p)
+
+        for f in files:
+          #Checking if the strings are correct 
+          assert f.purpose  == u
+          assert f.protocol == p
+          assert f.group    == g
+       
+
+def test05_annotations():
+
+  db = bob.db.cuhk_cufsf.Database()
+
+  for p in PROTOCOLS:
+    for f in db.objects(protocol=p):    
+
+      assert f.annotations()["reye"][0] > 0
+      assert f.annotations()["reye"][1] > 0
+
+      assert f.annotations()["leye"][0] > 0
+      assert f.annotations()["leye"][1] > 0
+
+
+
+ 
+
+
diff --git a/bob/db/cuhk_cufsf/utils.py b/bob/db/cuhk_cufsf/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..2332a385502561f2ec43b674df933a2c84a5dd28
--- /dev/null
+++ b/bob/db/cuhk_cufsf/utils.py
@@ -0,0 +1,145 @@
+#!/usr/bin/env python 
+# vim: set fileencoding=utf-8 : 
+# @author: Tiago de Freitas Pereira <tiago.pereira@idiap.ch> 
+# @date:   Mon 16 Nov 2015 16:11:56 CET 
+
+
+"""
+This file has some utilities to deal with the files provided by the database
+"""
+
+import os
+import numpy
+import bob.db.arface
+
+def read_annotations(file_name):
+  """
+  Read the annotations in the format
+
+  X Y\n
+  X Y\n
+  .
+  .
+  .
+  """
+  original_annotations = open(file_name).readlines()
+  annotations         = []
+  
+  for a in original_annotations:
+    a = a.rstrip("\n").rstrip("\r")
+    data = a.split(" ")
+    if(len(data)!=2): #NEED TO HAVE ONLY 2 COORDINATES
+      continue
+    else:
+      annotations.append(data)
+
+  return annotations
+
+
+class FERETWrapper():
+  """
+  Utility functions to deal with the FERET database.
+  """
+
+  def __init__(self, 
+      photo_file_name=os.path.join(os.path.curdir,"bob","db","cuhk_cufsf","data","feret_filenames.txt")
+   ):
+
+    self.m_photo_file_name  = photo_file_name
+
+
+  def get_clients_files(self):
+    """
+    Basically read the "feret_filenames.txt" file and extract the clients and the sketch and original file extensions
+    
+    The original client id is the first 5 chars of the "feret_filenames.txt" file
+    
+    First the sketh file after the photo file
+    
+    """
+    raw_clients = open(self.m_photo_file_name).readlines()
+    client_files = {}
+    
+    for c in raw_clients:
+      c_id       = c[0:5]
+      sketh_file = c[0:5]
+      photo_file = c[0:-4]
+      
+      client_files[c[0:5]] = [sketh_file,photo_file]
+    
+    return client_files
+
+
+
+  def get_clients_for_search(self):
+    """
+    The search protocol is based on the paper
+    
+    "Coupled Discriminant Feature Learning for Heterogeneous Face Recognition"
+    TIFS-2015, Volume 10
+    
+    For that I shuffled the indexes of the 1194 clients and will take:
+      - 700 subjects for training
+      - 494 subjects for testing
+    """
+    
+ 
+    clients  = range(1,1195)
+    world = 700
+    dev   = 494
+    numpy.random.shuffle(clients)
+    
+    return clients[0:world], clients[world:world+dev] 
+
+
+  def get_clients_for_verification(self):
+    """
+    The verification protocol was made by us
+    
+    For that I shuffled the indexes of the 1194 clients and will take:
+    
+      - 350 subjects for training
+      - 350 subjects for development
+      - 494 subjects for testing
+    """
+    
+ 
+    clients  = range(1,1195)
+    world  = 350
+    dev    = 350
+    test   = 494
+    numpy.random.shuffle(clients)
+    
+    return clients[0:world], clients[world:world+dev], clients[world+dev:world+dev+test]
+
+
+
+  def get_annotations(self, annotation_dir, annotation_extension='.dat'):
+    """
+    Get the annotation objects
+    """
+
+    db = bob.db.cuhk_cufs.Database()
+    annotations = []
+ 
+    for o in db.query(bob.db.cuhk_cufs.File).join(bob.db.cuhk_cufs.Client).filter(bob.db.cuhk_cufs.Client.original_database=="xm2vts"):
+      #making the path
+      if(o.modality=="sketch"):
+        path = os.path.join(annotation_dir, o.path) + annotation_extension
+      else:
+        file_name = o.path.split("/")[2] #THE ORIGINAL XM2VTS RELATIVE PATH IS: XXX\XXX\XXX
+        path = os.path.join(annotation_dir,"xm2vts", "photo", file_name) + "_f02" +  annotation_extension #FOR SOME REASON THE AUTHORS SET THIS '_f02 IN THE END OF THE FILE'
+
+      #Reading the annotation file
+      original_annotations = read_annotations(path)
+      index = 0
+      for a in original_annotations:
+        
+        annotations.append(bob.db.cuhk_cufs.Annotation(o.id, 
+                                                  a[0],
+                                                  a[1],
+                                                  index = index
+                                                 ))
+        index += 1
+    return annotations
+
diff --git a/buildout.cfg b/buildout.cfg
index 94d17f0b5dc419e0fe85b8cb447b749ebeeffcb7..9a0613eeb1ed5540832b070f05234f79bac65e84 100644
--- a/buildout.cfg
+++ b/buildout.cfg
@@ -1,10 +1,10 @@
 ; vim: set fileencoding=utf-8 :
-; Manuel Guenther <manuel.guenther@idiap.ch>
-; Thu Sep  4 18:24:14 CEST 2014
+; Tiago de Freitas Pereira <tiago.pereira@idiap.ch>
+; Mon 16 Nov 2015 17:06:40 CET 
 
 [buildout]
 parts = scripts
-eggs = bob.db.cuhk_cufs
+eggs = bob.db.cuhk_cufsf
 extensions = bob.buildout
              mr.developer
 auto-checkout = *
diff --git a/doc/conf.py b/doc/conf.py
new file mode 100644
index 0000000000000000000000000000000000000000..35b86cc2d58f4db24ead98dc5c467ec4b1047bb2
--- /dev/null
+++ b/doc/conf.py
@@ -0,0 +1,253 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# Andre Anjos <andre.anjos@idiap.ch>
+# Mon 13 Aug 2012 12:38:15 CEST
+#
+# Copyright (C) 2011-2014 Idiap Research Institute, Martigny, Switzerland
+
+import os
+import sys
+import glob
+import pkg_resources
+
+# If extensions (or modules to document with autodoc) are in another directory,
+# add these directories to sys.path here. If the directory is relative to the
+# documentation root, use os.path.abspath to make it absolute, like shown here.
+#sys.path.insert(0, os.path.abspath('.'))
+
+# -- General configuration -----------------------------------------------------
+
+# If your documentation needs a minimal Sphinx version, state it here.
+#needs_sphinx = '1.0'
+
+# Add any Sphinx extension module names here, as strings. They can be extensions
+# coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
+extensions = [
+  'sphinx.ext.todo',
+  'sphinx.ext.coverage',
+  'sphinx.ext.pngmath',
+  'sphinx.ext.ifconfig',
+  'sphinx.ext.autodoc',
+  'sphinx.ext.autosummary',
+  'sphinx.ext.doctest',
+  'sphinx.ext.intersphinx',
+  ]
+
+# The viewcode extension appeared only on Sphinx >= 1.0.0
+import sphinx
+if sphinx.__version__ >= "1.0":
+  extensions.append('sphinx.ext.viewcode')
+
+# Always includes todos
+todo_include_todos = True
+
+# If we are on OSX, the 'dvipng' path maybe different
+dvipng_osx = '/opt/local/libexec/texlive/binaries/dvipng'
+if os.path.exists(dvipng_osx): pngmath_dvipng = dvipng_osx
+
+# Add any paths that contain templates here, relative to this directory.
+templates_path = ['_templates']
+
+# The suffix of source filenames.
+source_suffix = '.rst'
+
+# The encoding of source files.
+#source_encoding = 'utf-8-sig'
+
+# The master toctree document.
+master_doc = 'index'
+
+# General information about the project.
+project = u'CUHK Face Sketch FERET Database (CUFSF) (Bob API)'
+import time
+copyright = u'%s, Idiap Research Institute' % time.strftime('%Y')
+
+# Grab the setup entry
+distribution = pkg_resources.require('bob.db.cuhk_cufsf')[0]
+
+# The version info for the project you're documenting, acts as replacement for
+# |version| and |release|, also used in various other places throughout the
+# built documents.
+#
+# The short X.Y version.
+version = distribution.version
+# The full version, including alpha/beta/rc tags.
+release = distribution.version
+
+# The language for content autogenerated by Sphinx. Refer to documentation
+# for a list of supported languages.
+#language = None
+
+# There are two options for replacing |today|: either, you set today to some
+# non-false value, then it is used:
+#today = ''
+# Else, today_fmt is used as the format for a strftime call.
+#today_fmt = '%B %d, %Y'
+
+# List of patterns, relative to source directory, that match files and
+# directories to ignore when looking for source files.
+exclude_patterns = ['**/links.rst']
+
+# The reST default role (used for this markup: `text`) to use for all documents.
+#default_role = None
+
+# If true, '()' will be appended to :func: etc. cross-reference text.
+#add_function_parentheses = True
+
+# If true, the current module name will be prepended to all description
+# unit titles (such as .. function::).
+#add_module_names = True
+
+# If true, sectionauthor and moduleauthor directives will be shown in the
+# output. They are ignored by default.
+#show_authors = False
+
+# The name of the Pygments (syntax highlighting) style to use.
+pygments_style = 'sphinx'
+
+# A list of ignored prefixes for module index sorting.
+#modindex_common_prefix = []
+
+
+# -- Options for HTML output ---------------------------------------------------
+
+# The theme to use for HTML and HTML Help pages.  See the documentation for
+# a list of builtin themes.
+if sphinx.__version__ >= "1.0":
+  html_theme = 'nature'
+
+# Theme options are theme-specific and customize the look and feel of a theme
+# further.  For a list of options available for each theme, see the
+# documentation.
+#html_theme_options = {}
+
+# Add any paths that contain custom themes here, relative to this directory.
+#html_theme_path = []
+
+# The name for this set of Sphinx documents.  If None, it defaults to
+# "<project> v<release> documentation".
+#html_title = None
+
+# A shorter title for the navigation bar.  Default is the same as html_title.
+#html_short_title = 'bob'
+
+# The name of an image file (relative to this directory) to place at the top
+# of the sidebar.
+html_logo = 'img/logo.png'
+
+# The name of an image file (within the static path) to use as favicon of the
+# docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32
+# pixels large.
+html_favicon = 'img/favicon.ico'
+
+# Add any paths that contain custom static files (such as style sheets) here,
+# relative to this directory. They are copied after the builtin static files,
+# so a file named "default.css" will overwrite the builtin "default.css".
+#html_static_path = ['_static']
+
+# If not '', a 'Last updated on:' timestamp is inserted at every page bottom,
+# using the given strftime format.
+#html_last_updated_fmt = '%b %d, %Y'
+
+# If true, SmartyPants will be used to convert quotes and dashes to
+# typographically correct entities.
+#html_use_smartypants = True
+
+# Custom sidebar templates, maps document names to template names.
+#html_sidebars = {}
+
+# Additional templates that should be rendered to pages, maps page names to
+# template names.
+#html_additional_pages = {}
+
+# If false, no module index is generated.
+#html_domain_indices = True
+
+# If false, no index is generated.
+#html_use_index = True
+
+# If true, the index is split into individual pages for each letter.
+#html_split_index = False
+
+# If true, links to the reST sources are added to the pages.
+#html_show_sourcelink = True
+
+# If true, "Created using Sphinx" is shown in the HTML footer. Default is True.
+#html_show_sphinx = True
+
+# If true, "(C) Copyright ..." is shown in the HTML footer. Default is True.
+#html_show_copyright = True
+
+# If true, an OpenSearch description file will be output, and all pages will
+# contain a <link> tag referring to it.  The value of this option must be the
+# base URL from which the finished HTML is served.
+#html_use_opensearch = ''
+
+# This is the file name suffix for HTML files (e.g. ".xhtml").
+#html_file_suffix = None
+
+# Output file base name for HTML help builder.
+htmlhelp_basename = 'bob_db_ldhf_doc'
+
+
+# -- Options for LaTeX output --------------------------------------------------
+
+# The paper size ('letter' or 'a4').
+latex_paper_size = 'a4'
+
+# The font size ('10pt', '11pt' or '12pt').
+latex_font_size = '10pt'
+
+# Grouping the document tree into LaTeX files. List of tuples
+# (source start file, target name, title, author, documentclass [howto/manual]).
+latex_documents = [
+  ('index', 'bob_db_ldhf.tex', u'Bob',
+   u'Biometrics Group, Idiap Research Institute', 'manual'),
+]
+
+# The name of an image file (relative to this directory) to place at the top of
+# the title page.
+latex_logo = ''
+
+# For "manual" documents, if this is true, then toplevel headings are parts,
+# not chapters.
+#latex_use_parts = False
+
+# If true, show page references after internal links.
+#latex_show_pagerefs = False
+
+# If true, show URL addresses after external links.
+#latex_show_urls = False
+
+# Additional stuff for the LaTeX preamble.
+#latex_preamble = ''
+
+# Documents to append as an appendix to all manuals.
+#latex_appendices = []
+
+# If false, no module index is generated.
+#latex_domain_indices = True
+
+# Included after all input documents
+rst_epilog = ''
+
+# -- Options for manual page output --------------------------------------------
+
+# One entry per manual page. List of tuples
+# (source start file, name, description, authors, manual section).
+man_pages = [
+    ('index', 'bob', u'Long Distance Heterogeneous Face Database (LDHF-DB) (Bob API) Documentation', [u'Idiap Research Institute'], 1)
+]
+
+# Default processing flags for sphinx
+autoclass_content = 'both'
+autodoc_member_order = 'bysource'
+autodoc_default_flags = ['members', 'undoc-members', 'inherited-members', 'show-inheritance']
+
+# For inter-documentation mapping:
+from bob.extension.utils import link_documentation
+intersphinx_mapping = link_documentation(['python', 'bob.db.base', 'bob.db.verification.utils'])
+
+
+def setup(app):
+  pass
diff --git a/doc/guide.rst b/doc/guide.rst
new file mode 100644
index 0000000000000000000000000000000000000000..6262a785d78f3515966c5a0196a7e8d75c6dbe67
--- /dev/null
+++ b/doc/guide.rst
@@ -0,0 +1,107 @@
+.. vim: set fileencoding=utf-8 :
+.. @author: Tiago de Freitas Pereira <tiago.pereira@idiap.ch>
+.. @date:   Mon Oct 19 11:10:18 CEST 2015
+
+==============
+ User's Guide
+==============
+
+This package contains the access API and descriptions for the CUHK Face Sketch FERET Database (`CUFSF`_) database.
+It only contains the Bob_ accessor methods to use the DB directly from python, with our certified protocols.
+The actual raw data for the database should be downloaded from the original URL.
+
+The Database Interface
+----------------------
+
+The :py:class:`bob.db.cuhk_cufsf.Database` complies with the standard biometric verification database as described in :ref:`commons`, implementing both interfaces :py:class:`bob.db.verification.utils.SQLiteDatabase` and :py:class:`bob.db.verification.utils.ZTDatabase`.
+
+
+CUHK CUFSF Protocols
+--------------------
+
+
+For this database we developed two major blocks of protocols. One for face **identification** (search) and one for face **verification** (comparison).
+
+
+Search protocols
+================
+
+Defines a set of protocols for VIS->Skectch and Sketch->VIS face identification (search) in a **close-set**.
+These protocols were organized in the same way as in::
+
+   @article{jin2015coupled,
+     title={Coupled Discriminative Feature Learning for Heterogeneous Face Recognition},
+     author={Jin, Yi and Lu, Jiwen and Ruan, Qiuqi},
+     journal={Information Forensics and Security, IEEE Transactions on},
+     volume={10},
+     number={3},
+     pages={640--652},
+     year={2015},
+     publisher={IEEE}
+  }
+
+
+For each task (VIS->Sketch or Sketch->VIS) the 1194 subjects are split in **5 sets** where:
+ - 700 subjects are used for training
+ - 494 subjects are used for evaluation
+
+To fetch the object files using, lets say the first split for the VIS->sketch protocol, use the following piece of code:
+
+.. code-block:: python
+
+   >>> import bob.db.cufsf
+   >>> db = bob.db.cufsf.Database()
+   >>>
+   >>> #fetching the files for training   
+   >>> training = db.objects(protocol="search_split1_p2s", groups="world")
+   >>>
+   >>> #fetching the files for testing
+   >>> galery =  db.objects(protocol="search_split1_p2s", groups="dev", purposes="enroll")
+   >>> probes =  db.objects(protocol="search_split1_p2s", groups="dev", purposes="probe")
+   >>>
+
+
+To list the available protocols type:
+
+.. code-block:: python
+
+   >>> import bob.db.cufsf
+   >>> db = bob.db.cufsf.Database()
+   >>> print(db.protocols())
+
+
+Comparison protocols
+====================
+
+Defines a set of protocols for VIS->Skectch and Sketch->VIS face verification (comparison).
+These set of protocols were designed by IDIAP Research Institute team.
+
+There is one protocol for each task (VIS->Sketch or Sketch->VIS) and, for each one, the 1194 subjects are split in:
+ - 350 subjects are used for training
+ - 350 subjects are used for development
+ - 494 subjects are used for evaluation
+
+
+To fetch the object files using, lets say the VIS->sketch comparison protocol, use the following piece of code:
+
+.. code-block:: python
+
+   >>> import bob.db.cufsf
+   >>> db = bob.db.cufsf.Database()
+   >>>
+   >>> #fetching the files for training   
+   >>> training = db.objects(protocol="idiap_verification_p2s", groups="world")
+   >>>   
+   >>> #fetching the files for development
+   >>> galery_dev =  db.objects(protocol="idiap_verification_p2s", groups="dev", purposes="enroll")
+   >>> probes_dev =  db.objects(protocol="idiap_verification_p2s", groups="dev", purposes="probe")
+   >>>
+   >>> #fetching the files for evaluation
+   >>> galery_eval =  db.objects(protocol="idiap_verification_p2s", groups="eval", purposes="enroll")
+   >>> probes_eval =  db.objects(protocol="idiap_verification_p2s", groups="eval", purposes="probe")
+   >>>
+
+
+
+.. _CUFSF: http://mmlab.ie.cuhk.edu.hk/archive/cufsf/
+.. _bob: https://www.idiap.ch/software/bob
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diff --git a/doc/index.rst b/doc/index.rst
new file mode 100644
index 0000000000000000000000000000000000000000..5d19c56f1a301f23ea63807616beb96dc54a15a7
--- /dev/null
+++ b/doc/index.rst
@@ -0,0 +1,49 @@
+.. vim: set fileencoding=utf-8 :
+.. @author: Tiago de Freitas Pereira <tiago.pereira@idiap.ch>
+.. @date:   Fri 20 Nov 2015 16:54:53 CET 
+
+.. _bob.db.cuhk_cufs:
+
+=======================================
+CUHK Face Sketch FERET Database (CUFSF)
+=======================================
+
+This package contains the access API and descriptions for the `CUHK Face Sketch FERET Database (CUFSF) <http://mmlab.ie.cuhk.edu.hk/archive/cufsf/>`. 
+The actual raw data for the database should be downloaded from the original URL. 
+This package only contains the Bob accessor methods to use the DB directly from python, with the original protocol of the database.
+
+.. image:: ./img/cufsf.jpg 
+   :scale: 25
+
+CUHK Face Sketch FERET Database (CUFSF) is for research on face sketch synthesis and face sketch recognition.
+It includes 1194 faces from the FERET database with their respective sketches (drawn by an artist based on a photo of the FERET database).
+
+If you use this package, please cite the authors of the database::
+
+   @inproceedings{zhang2011coupled,
+     title={Coupled information-theoretic encoding for face photo-sketch recognition},
+     author={Zhang, Wei and Wang, Xiaogang and Tang, Xiaoou},
+     booktitle={Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on},
+     pages={513--520},
+     year={2011},
+     organization={IEEE}
+   }
+
+
+
+Documentation
+-------------
+
+.. toctree::
+   :maxdepth: 2
+
+   guide
+   py_api
+
+Indices and tables
+------------------
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
+
diff --git a/doc/py_api.rst b/doc/py_api.rst
new file mode 100644
index 0000000000000000000000000000000000000000..e8524c4d53caa6bb24408d0c4da8dfce43457276
--- /dev/null
+++ b/doc/py_api.rst
@@ -0,0 +1,9 @@
+.. vim: set fileencoding=utf-8 :
+.. @author: Tiago de Freitas Pereira <tiago.pereira@idiap.ch>
+.. @date:   Mon Oct 19 11:10:18 CEST 2015
+
+=======================================
+CUHK Face Sketch FERET Database (CUFSF)
+=======================================
+
+.. automodule:: bob.db.cuhk_cufsf
diff --git a/setup.py b/setup.py
index a085dab5bd3d7b770111217bfdfd274ccd2e9491..eba4eca995e4be41b70b37a9e27c08345b7eca91 100644
--- a/setup.py
+++ b/setup.py
@@ -21,9 +21,9 @@ from setuptools import setup, find_packages
 
 setup(
 
-    name='bob.db.cuhk_cufs',
+    name='bob.db.cuhk_cufsf',
     version='0.0.0a1',
-    description='CUHK Face Sketch Database (CUFS)',
+    description='CUHK Face Sketch FERET Database (CUFSF)',
     url='',
     license='GPLv3',
     keywords = "",
@@ -37,8 +37,6 @@ setup(
 
     install_requires=[
       'setuptools',
-      'bob.db.xm2vts',
-      'bob.db.arface',
       'bob.db.verification.utils' 
     ],
 
@@ -50,7 +48,7 @@ setup(
     entry_points = {
       # declare database to bob
       'bob.db': [
-        'cuhk_cufs = bob.db.cuhk_cufs.driver:Interface',
+        'cuhk_cufsf = bob.db.cuhk_cufsf.driver:Interface',
       ],
     },