diff --git a/faceverify/__init__.py b/faceverify/__init__.py
index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..b54037ae4831cf7de2db0edd721a8add684c986e 100644
--- a/faceverify/__init__.py
+++ b/faceverify/__init__.py
@@ -0,0 +1,20 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# @author: Manuel Guenther <Manuel.Guenther@idiap.ch>
+# @date: Wed May 1 11:33:00 CEST 2013
+#
+# 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/>.
+
+
diff --git a/faceverify/dct_ubm.py b/faceverify/dct_ubm.py
index 36389844fde97eb2f50df7fc78e86d44404d3395..fcc07347c92f36761abff8e0c2b41159451b52a5 100644
--- a/faceverify/dct_ubm.py
+++ b/faceverify/dct_ubm.py
@@ -1,3 +1,23 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# @author: Manuel Guenther <Manuel.Guenther@idiap.ch>
+# @date: Wed May 1 11:33:00 CEST 2013
+#
+# 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/>.
+
+
import bob
import xbob.db.atnt
import os, sys
@@ -16,7 +36,7 @@ ATNT_IMAGE_EXTENSION = ".pgm"
def load_images(db, group = None, purpose = None, client_id = None):
"""Reads the images for the given group and the given client id from the given database"""
# get the file names from the database
- files = db.objects(groups = group, purposes = purpose)
+ files = db.objects(groups = group, purposes = purpose, model_ids = client_id)
# iterate through the list of file names
images = {}
for k in files:
@@ -121,6 +141,10 @@ def main():
# check if the AT&T database directory is overwritten by the command line
global ATNT_IMAGE_DIRECTORY
if len(sys.argv) > 1:
+ if sys.argv[1].lower() in ('-h', '--help'):
+ print "Usage:", sys.argv[0], "[DatabaseDirectory]"
+ print " NOTE: DatabaseDirectory defaults to the './Database' or to the environment variable 'ATNT_DATABASE_DIRECTORY', if set"
+ return
ATNT_IMAGE_DIRECTORY = sys.argv[1]
# check if the database directory exists
@@ -148,8 +172,8 @@ def main():
gmm_trainer.max_iterations = 1
gmm_trainer.set_prior_gmm(ubm)
- # create a GMM model for each model identity
- model_ids = atnt_db.clients(groups = 'dev')
+ # enroll a GMM model for each model identity (i.e., each client)
+ model_ids = [client.id for client in atnt_db.clients(groups = 'dev')]
models = {}
for model_id in model_ids:
# load images for the current model id
diff --git a/faceverify/eigenface.py b/faceverify/eigenface.py
index ae210cf893b11c2f0443fdaa30977918a7838da0..6693570fb23503ff1e2988823cc3b988d3e52b6b 100644
--- a/faceverify/eigenface.py
+++ b/faceverify/eigenface.py
@@ -1,3 +1,23 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# @author: Manuel Guenther <Manuel.Guenther@idiap.ch>
+# @date: Wed May 1 11:33:00 CEST 2013
+#
+# 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/>.
+
+
import bob
import xbob.db.atnt
import os, sys
@@ -9,7 +29,6 @@ from matplotlib import pyplot
global ATNT_IMAGE_DIRECTORY
ATNT_IMAGE_DIRECTORY = os.environ['ATNT_DATABASE_DIRECTORY'] if 'ATNT_DATABASE_DIRECTORY' in os.environ else "Database"
-
# The default file name extension of the AT&T images
ATNT_IMAGE_EXTENSION = ".pgm"
@@ -68,6 +87,10 @@ def main():
# check if the AT&T database directory is overwritten by the command line
global ATNT_IMAGE_DIRECTORY
if len(sys.argv) > 1:
+ if sys.argv[1].lower() in ('-h', '--help'):
+ print "Usage:", sys.argv[0], "[DatabaseDirectory]"
+ print " NOTE: DatabaseDirectory defaults to the './Database' or to the environment variable 'ATNT_DATABASE_DIRECTORY', if set"
+ return
ATNT_IMAGE_DIRECTORY = sys.argv[1]
# check if the database directory exists
diff --git a/faceverify/gabor_phase.py b/faceverify/gabor_phase.py
index eddbdc527e17539db340e16fb8b33fbd11a1f4dc..fbc150718df25c07fa572e713a7ee82f30f706b3 100644
--- a/faceverify/gabor_phase.py
+++ b/faceverify/gabor_phase.py
@@ -1,3 +1,23 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# @author: Manuel Guenther <Manuel.Guenther@idiap.ch>
+# @date: Wed May 1 11:33:00 CEST 2013
+#
+# 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/>.
+
+
import bob
import xbob.db.atnt
import os, sys
@@ -58,6 +78,10 @@ def main():
# check if the AT&T database directory is overwritten by the command line
global ATNT_IMAGE_DIRECTORY
if len(sys.argv) > 1:
+ if sys.argv[1].lower() in ('-h', '--help'):
+ print "Usage:", sys.argv[0], "[DatabaseDirectory]"
+ print " NOTE: DatabaseDirectory defaults to the './Database' or to the environment variable 'ATNT_DATABASE_DIRECTORY', if set"
+ return
ATNT_IMAGE_DIRECTORY = sys.argv[1]
# check if the database directory exists
@@ -100,7 +124,11 @@ def main():
similarity_function = bob.machine.GaborJetSimilarity(bob.machine.gabor_jet_similarity_type.PHASE_DIFF)
# iterate through models and probes and compute scores
+ model_count = 1
for model_key, model_feature in model_features.iteritems():
+ print "\rModel", model_count, "of", len(model_features),
+ sys.stdout.flush()
+ model_count += 1
for probe_key, probe_feature in probe_features.iteritems():
# compute score using the desired Gabor jet similarity function
score = graph_machine.similarity(model_feature, probe_feature, similarity_function)
@@ -111,7 +139,7 @@ def main():
else:
negative_scores.append(score)
- print "Evaluation"
+ print "\nEvaluation"
# convert list of scores to numpy arrays
positives = numpy.array(positive_scores)
negatives = numpy.array(negative_scores)