From 19dfa1e21a6b8c38d7c459500ea016020ceb7529 Mon Sep 17 00:00:00 2001
From: Amir Mohammadi <183.amir@gmail.com>
Date: Mon, 13 Feb 2017 14:21:24 +0100
Subject: [PATCH] Add the MSU MFSD modified verification protocol
---
bob/bio/face/config/database/msu_mfsd_mod.py | 17 ++++
.../config/preprocessor/face_crop_eyes.py | 18 +++-
bob/bio/face/database/__init__.py | 41 +++++----
bob/bio/face/database/mobio.py | 8 +-
bob/bio/face/database/msu_mfsd_mod.py | 83 +++++++++++++++++
bob/bio/face/test/test_databases.py | 90 +++++++++++++++----
databases.txt | 11 ---
develop.cfg | 3 +
doc/implementation.rst | 8 ++
doc/implemented.rst | 1 +
setup.py | 2 +
test-requirements.txt | 1 +
12 files changed, 229 insertions(+), 54 deletions(-)
create mode 100644 bob/bio/face/config/database/msu_mfsd_mod.py
create mode 100644 bob/bio/face/database/msu_mfsd_mod.py
delete mode 100644 databases.txt
diff --git a/bob/bio/face/config/database/msu_mfsd_mod.py b/bob/bio/face/config/database/msu_mfsd_mod.py
new file mode 100644
index 00000000..ad4e9d4e
--- /dev/null
+++ b/bob/bio/face/config/database/msu_mfsd_mod.py
@@ -0,0 +1,17 @@
+#!/usr/bin/env python
+
+from bob.bio.face.database import MsuMfsdModBioDatabase
+
+msu_mfsd_mod_directory = "[YOUR_MSU_MFSD_MOD_DIRECTORY]"
+
+msu_mfsd_mod_licit = MsuMfsdModBioDatabase(
+ original_directory=msu_mfsd_mod_directory,
+ original_extension=".mov",
+ protocol='grandtest-licit',
+)
+
+msu_mfsd_mod_spoof = MsuMfsdModBioDatabase(
+ original_directory=msu_mfsd_mod_directory,
+ original_extension=".mov",
+ protocol='grandtest-spoof',
+)
diff --git a/bob/bio/face/config/preprocessor/face_crop_eyes.py b/bob/bio/face/config/preprocessor/face_crop_eyes.py
index a2a2ecb3..99ffba04 100644
--- a/bob/bio/face/config/preprocessor/face_crop_eyes.py
+++ b/bob/bio/face/config/preprocessor/face_crop_eyes.py
@@ -4,14 +4,24 @@ import bob.bio.face
# Cropping
CROPPED_IMAGE_HEIGHT = 80
-CROPPED_IMAGE_WIDTH = CROPPED_IMAGE_HEIGHT * 4 // 5
+CROPPED_IMAGE_WIDTH = CROPPED_IMAGE_HEIGHT * 4 // 5
# eye positions for frontal images
RIGHT_EYE_POS = (CROPPED_IMAGE_HEIGHT // 5, CROPPED_IMAGE_WIDTH // 4 - 1)
-LEFT_EYE_POS = (CROPPED_IMAGE_HEIGHT // 5, CROPPED_IMAGE_WIDTH // 4 * 3)
+LEFT_EYE_POS = (CROPPED_IMAGE_HEIGHT // 5, CROPPED_IMAGE_WIDTH // 4 * 3)
# define the preprocessor
preprocessor = bob.bio.face.preprocessor.FaceCrop(
- cropped_image_size = (CROPPED_IMAGE_HEIGHT, CROPPED_IMAGE_WIDTH),
- cropped_positions = {'leye' : LEFT_EYE_POS, 'reye' : RIGHT_EYE_POS}
+ cropped_image_size=(CROPPED_IMAGE_HEIGHT, CROPPED_IMAGE_WIDTH),
+ cropped_positions={'leye': LEFT_EYE_POS, 'reye': RIGHT_EYE_POS}
+)
+
+# top left and bottom right positions
+TOP_LEFT_POS = (0, 0)
+BOTTOM_RIGHT_POS = (CROPPED_IMAGE_HEIGHT, CROPPED_IMAGE_WIDTH)
+
+# define the preprocessor
+preprocessor_head = bob.bio.face.preprocessor.FaceCrop(
+ cropped_image_size=(CROPPED_IMAGE_HEIGHT, CROPPED_IMAGE_WIDTH),
+ cropped_positions={'topleft': TOP_LEFT_POS, 'bottomright': BOTTOM_RIGHT_POS}
)
diff --git a/bob/bio/face/database/__init__.py b/bob/bio/face/database/__init__.py
index ede18cda..e0c91f0a 100644
--- a/bob/bio/face/database/__init__.py
+++ b/bob/bio/face/database/__init__.py
@@ -17,8 +17,11 @@ from .frgc import FRGCBioDatabase
from .cuhk_cufs import CUHK_CUFSBioDatabase
from .scface import SCFaceBioDatabase
from .replaymobile import ReplayMobileBioDatabase
+from .msu_mfsd_mod import MsuMfsdModBioDatabase
# gets sphinx autodoc done right - don't remove it
+
+
def __appropriate__(*args):
"""Says object was actually declared here, and not in the import module.
Fixing sphinx warnings of not being able to find classes, when path is shortened.
@@ -30,24 +33,26 @@ def __appropriate__(*args):
<https://github.com/sphinx-doc/sphinx/issues/3048>`
"""
- for obj in args: obj.__module__ = __name__
+ for obj in args:
+ obj.__module__ = __name__
__appropriate__(
- FaceBioFile,
- MobioBioDatabase,
- ReplayBioDatabase,
- AtntBioDatabase,
- BancaBioDatabase,
- GBUBioDatabase,
- ARFaceBioDatabase,
- CaspealBioDatabase,
- LFWBioDatabase,
- MultipieBioDatabase,
- IJBABioDatabase,
- XM2VTSBioDatabase,
- FRGCBioDatabase,
- CUHK_CUFSBioDatabase,
- SCFaceBioDatabase,
- ReplayMobileBioDatabase,
- )
+ FaceBioFile,
+ MobioBioDatabase,
+ ReplayBioDatabase,
+ AtntBioDatabase,
+ BancaBioDatabase,
+ GBUBioDatabase,
+ ARFaceBioDatabase,
+ CaspealBioDatabase,
+ LFWBioDatabase,
+ MultipieBioDatabase,
+ IJBABioDatabase,
+ XM2VTSBioDatabase,
+ FRGCBioDatabase,
+ CUHK_CUFSBioDatabase,
+ SCFaceBioDatabase,
+ ReplayMobileBioDatabase,
+ MsuMfsdModBioDatabase,
+)
__all__ = [_ for _ in dir() if not _.startswith('_')]
diff --git a/bob/bio/face/database/mobio.py b/bob/bio/face/database/mobio.py
index 900f4936..17a6b248 100644
--- a/bob/bio/face/database/mobio.py
+++ b/bob/bio/face/database/mobio.py
@@ -4,7 +4,7 @@
# Wed 13 Jul 16:43:22 CEST 2016
"""
- MOBIO database implementation of bob.bio.base.database.ZTDatabase interface.
+ MOBIO database implementation of bob.bio.base.database.ZTBioDatabase interface.
It is an extension of an SQL-based database interface, which directly talks to Mobio database, for
verification experiments (good to use in bob.bio.base framework).
"""
@@ -15,7 +15,7 @@ from bob.bio.base.database import ZTBioDatabase
class MobioBioFile(FaceBioFile):
- """FaceBioFile implementation of the Replay Mobile Database"""
+ """FaceBioFile implementation of the Mobio Database"""
def __init__(self, f):
super(MobioBioFile, self).__init__(client_id=f.client_id, path=f.path, file_id=f.id)
@@ -24,7 +24,9 @@ class MobioBioFile(FaceBioFile):
class MobioBioDatabase(ZTBioDatabase):
"""
- Implements verification API for querying Mobio database.
+ MOBIO database implementation of bob.bio.base.database.ZTBioDatabase interface.
+ It is an extension of an SQL-based database interface, which directly talks to Mobio database, for
+ verification experiments (good to use in bob.bio.base framework).
"""
def __init__(
diff --git a/bob/bio/face/database/msu_mfsd_mod.py b/bob/bio/face/database/msu_mfsd_mod.py
new file mode 100644
index 00000000..b2f1dd9d
--- /dev/null
+++ b/bob/bio/face/database/msu_mfsd_mod.py
@@ -0,0 +1,83 @@
+#!/usr/bin/env python
+# vim: set fileencoding=utf-8 :
+# Amir Mohammadi <amir.mohammadi@idiap.ch>
+
+from .database import FaceBioFile
+from bob.bio.base.database import BioDatabase
+
+
+class MsuMfsdModBioFile(FaceBioFile):
+ """FaceBioFile implementation of the MSU_MFSD_MOD Database"""
+
+ def __init__(self, f):
+ super(MsuMfsdModBioFile, self).__init__(
+ client_id=f.client_id, path=f.path, file_id=f.id)
+ self._f = f
+
+ def load(self, directory=None, extension=None):
+ if extension in (None, '.mov', '.mp4'):
+ return self._f.load(directory, extension)
+ else:
+ return super(MsuMfsdModBioFile, self).load(directory, extension)
+
+
+class MsuMfsdModBioDatabase(BioDatabase):
+
+ """
+ MsuMfsdMod database implementation of
+ :py:class:`bob.bio.base.database.BioDatabase` interface. It is an extension
+ of an SQL-based database interface, which directly talks to MsuMfsdMod
+ database, for verification experiments (good to use in bob.bio.base
+ framework).
+ """
+
+ def __init__(self, max_number_of_frames=None, **kwargs):
+ # call base class constructors to open a session to the database
+ super(MsuMfsdModBioDatabase, self).__init__(
+ name='msu-mfsd-mod',
+ max_number_of_frames=max_number_of_frames, **kwargs)
+
+ from bob.db.msu_mfsd_mod.verificationprotocol import Database \
+ as LowLevelDatabase
+ self._db = LowLevelDatabase(max_number_of_frames)
+
+ def protocol_names(self):
+ return self._db.protocols()
+
+ def groups(self):
+ return self._db.groups()
+
+ def annotations(self, myfile):
+ """
+ Will return the bounding box annotation of nth frame of the video.
+ """
+ fn = myfile._f.framen
+ annots = myfile._f._f.bbx(directory=self.original_directory)
+ # convert width and height to bottomright coordinates
+ # bob uses the (y, x) format
+ topleft = (annots[fn][1], annots[fn][0])
+ bottomright = (annots[fn][1] + annots[fn][3],
+ annots[fn][0] + annots[fn][2])
+ annotations = {'topleft': topleft, 'bottomright': bottomright}
+ return annotations
+
+ def model_ids_with_protocol(self, groups=None, protocol=None, **kwargs):
+ return self._db.model_ids_with_protocol(groups, protocol, **kwargs)
+
+ def objects(self, groups=None, protocol=None, purposes=None,
+ model_ids=None, **kwargs):
+ retval = self._db.objects(
+ groups, protocol, purposes, model_ids, **kwargs)
+ return [MsuMfsdModBioFile(f) for f in retval]
+
+ def arrange_by_client(self, files):
+ client_files = {}
+ for file in files:
+ if str(file.client_id) not in client_files:
+ client_files[str(file.client_id)] = []
+ client_files[str(file.client_id)].append(file)
+
+ files_by_clients = []
+ for client in sorted(client_files.keys()):
+ files_by_clients.append(client_files[client])
+ return files_by_clients
diff --git a/bob/bio/face/test/test_databases.py b/bob/bio/face/test/test_databases.py
index 14c7b885..8f90148e 100644
--- a/bob/bio/face/test/test_databases.py
+++ b/bob/bio/face/test/test_databases.py
@@ -56,7 +56,8 @@ def _check_annotations(database, topleft=False, required=True, limit_files=None,
@db_available('arface')
def test_arface():
- database = bob.bio.base.load_resource('arface', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'arface', 'database', preferred_package='bob.bio.face')
try:
check_database(database, groups=('dev', 'eval'))
except IOError as e:
@@ -71,7 +72,8 @@ def test_arface():
@db_available('atnt')
def test_atnt():
- database = bob.bio.base.load_resource('atnt', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'atnt', 'database', preferred_package='bob.bio.face')
try:
check_database(database)
except IOError as e:
@@ -81,7 +83,8 @@ def test_atnt():
@db_available('banca')
def test_banca():
- database = bob.bio.base.load_resource('banca', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'banca', 'database', preferred_package='bob.bio.face')
try:
check_database_zt(database)
except IOError as e:
@@ -96,7 +99,8 @@ def test_banca():
@db_available('caspeal')
def test_caspeal():
- database = bob.bio.base.load_resource('caspeal', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'caspeal', 'database', preferred_package='bob.bio.face')
try:
check_database(database)
check_database(database, protocol='aging')
@@ -124,7 +128,8 @@ def test_caspeal():
@db_available('cuhk_cufs')
def test_cuhk_cufs():
- database = bob.bio.base.load_resource('cuhk_cufs', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'cuhk_cufs', 'database', preferred_package='bob.bio.face')
try:
check_database(database)
except IOError as e:
@@ -139,7 +144,8 @@ def test_cuhk_cufs():
@db_available('gbu')
def test_gbu():
- database = bob.bio.base.load_resource('gbu', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'gbu', 'database', preferred_package='bob.bio.face')
try:
check_database(database, models_depend=True)
check_database(database, protocol='Bad', models_depend=True)
@@ -156,7 +162,8 @@ def test_gbu():
@db_available('ijba')
def test_ijba():
- database = bob.bio.base.load_resource('ijba', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'ijba', 'database', preferred_package='bob.bio.face')
try:
check_database(database)
except IOError as e:
@@ -171,10 +178,12 @@ def test_ijba():
@db_available('lfw')
def test_lfw():
- database = bob.bio.base.load_resource('lfw-restricted', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'lfw-restricted', 'database', preferred_package='bob.bio.face')
try:
check_database(database, training_depends=True, models_depend=True)
- check_database(database, groups=('dev', 'eval'), protocol='fold1', training_depends=True, models_depend=True)
+ check_database(database, groups=('dev', 'eval'),
+ protocol='fold1', training_depends=True, models_depend=True)
check_database(bob.bio.base.load_resource('lfw-unrestricted', 'database', preferred_package='bob.bio.face'),
training_depends=True, models_depend=True)
except IOError as e:
@@ -189,7 +198,8 @@ def test_lfw():
@db_available('mobio')
def test_mobio():
- database = bob.bio.base.load_resource('mobio-image', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'mobio-image', 'database', preferred_package='bob.bio.face')
try:
check_database_zt(database, models_depend=True)
check_database_zt(database, protocol='female', models_depend=True)
@@ -210,7 +220,8 @@ def test_mobio():
@db_available('multipie')
def test_multipie():
- database = bob.bio.base.load_resource('multipie', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'multipie', 'database', preferred_package='bob.bio.face')
try:
check_database_zt(database, training_depends=True)
check_database_zt(bob.bio.base.load_resource('multipie-pose', 'database', preferred_package='bob.bio.face'),
@@ -231,7 +242,8 @@ def test_multipie():
@db_available('scface')
def test_scface():
- database = bob.bio.base.load_resource('scface', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'scface', 'database', preferred_package='bob.bio.face')
try:
check_database_zt(database)
except IOError as e:
@@ -246,10 +258,12 @@ def test_scface():
@db_available('xm2vts')
def test_xm2vts():
- database = bob.bio.base.load_resource('xm2vts', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'xm2vts', 'database', preferred_package='bob.bio.face')
try:
check_database(database, groups=('dev', 'eval'))
- check_database(database, groups=('dev', 'eval'), protocol='darkened-lp1')
+ check_database(database, groups=('dev', 'eval'),
+ protocol='darkened-lp1')
except IOError as e:
raise SkipTest(
"The database could not be queried; probably the db.sql3 file is missing. Here is the error: '%s'" % e)
@@ -262,7 +276,8 @@ def test_xm2vts():
@db_available('replay')
def test_replay_licit():
- database = bob.bio.base.load_resource('replay-img-licit', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'replay-img-licit', 'database', preferred_package='bob.bio.face')
try:
check_database(database, groups=('dev', 'eval'))
except IOError as e:
@@ -277,7 +292,8 @@ def test_replay_licit():
@db_available('replay')
def test_replay_spoof():
- database = bob.bio.base.load_resource('replay-img-spoof', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'replay-img-spoof', 'database', preferred_package='bob.bio.face')
try:
check_database(database, groups=('dev', 'eval'))
except IOError as e:
@@ -292,7 +308,8 @@ def test_replay_spoof():
@db_available('replaymobile')
def test_replaymobile_licit():
- database = bob.bio.base.load_resource('replaymobile-img-licit', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'replaymobile-img-licit', 'database', preferred_package='bob.bio.face')
try:
check_database(database, groups=('dev', 'eval'))
except IOError as e:
@@ -307,7 +324,8 @@ def test_replaymobile_licit():
@db_available('replaymobile')
def test_replaymobile_spoof():
- database = bob.bio.base.load_resource('replaymobile-img-spoof', 'database', preferred_package='bob.bio.face')
+ database = bob.bio.base.load_resource(
+ 'replaymobile-img-spoof', 'database', preferred_package='bob.bio.face')
try:
check_database(database, groups=('dev', 'eval'))
except IOError as e:
@@ -318,3 +336,39 @@ def test_replaymobile_spoof():
except IOError as e:
raise SkipTest(
"The annotations could not be queried; probably the annotation files are missing. Here is the error: '%s'" % e)
+
+
+@db_available('msu_mfsd_mod')
+def test_msu_mfsd_mod_licit():
+ database = bob.bio.base.load_resource(
+ 'msu-mfsd-mod-licit', 'database', preferred_package='bob.bio.face')
+ try:
+ check_database(database, groups=('dev', 'eval'))
+ except IOError as e:
+ raise SkipTest(
+ "The database could not be queried; probably the db.sql3 file is "
+ "missing. Here is the error: '%s'" % e)
+ try:
+ _check_annotations(database, topleft=True, limit_files=20)
+ except IOError as e:
+ raise SkipTest(
+ "The annotations could not be queried; probably the annotation "
+ "files are missing. Here is the error: '%s'" % e)
+
+
+@db_available('msu_mfsd_mod')
+def test_msu_mfsd_mod_spoof():
+ database = bob.bio.base.load_resource(
+ 'msu-mfsd-mod-spoof', 'database', preferred_package='bob.bio.face')
+ try:
+ check_database(database, groups=('dev', 'eval'))
+ except IOError as e:
+ raise SkipTest(
+ "The database could not be queried; probably the db.sql3 file is "
+ "missing. Here is the error: '%s'" % e)
+ try:
+ _check_annotations(database, topleft=True, limit_files=20)
+ except IOError as e:
+ raise SkipTest(
+ "The annotations could not be queried; probably the annotation "
+ "files are missing. Here is the error: '%s'" % e)
diff --git a/databases.txt b/databases.txt
deleted file mode 100644
index 492ce304..00000000
--- a/databases.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-bob.db.arface
-bob.db.banca
-bob.db.caspeal
-bob.db.frgc
-bob.db.gbu
-bob.db.lfw
-bob.db.mobio
-bob.db.multipie
-bob.db.scface
-bob.db.xm2vts
-bob.db.replay
diff --git a/develop.cfg b/develop.cfg
index faa22780..627b5d1d 100644
--- a/develop.cfg
+++ b/develop.cfg
@@ -32,6 +32,7 @@ eggs = bob.extension
bob.db.gbu
bob.db.lfw
bob.db.mobio
+ bob.db.msu_mfsd_mod
bob.db.multipie
bob.db.replay
bob.db.replaymobile
@@ -73,6 +74,7 @@ develop = src/bob.extension
src/bob.db.gbu
src/bob.db.lfw
src/bob.db.mobio
+ src/bob.db.msu_mfsd_mod
src/bob.db.multipie
src/bob.db.replay
src/bob.db.replaymobile
@@ -118,6 +120,7 @@ bob.db.frgc = git https://gitlab.idiap.ch/bob/bob.db.frgc
bob.db.gbu = git https://gitlab.idiap.ch/bob/bob.db.gbu
bob.db.lfw = git https://gitlab.idiap.ch/bob/bob.db.lfw
bob.db.mobio = git https://gitlab.idiap.ch/bob/bob.db.mobio
+bob.db.msu_mfsd_mod = git https://gitlab.idiap.ch/bob/bob.db.msu_mfsd_mod
bob.db.multipie = git https://gitlab.idiap.ch/bob/bob.db.multipie
bob.db.replay = git https://gitlab.idiap.ch/bob/bob.db.replay
bob.db.replaymobile = git https://gitlab.idiap.ch/bob/bob.db.replaymobile
diff --git a/doc/implementation.rst b/doc/implementation.rst
index d0c8a90d..ab86ee84 100644
--- a/doc/implementation.rst
+++ b/doc/implementation.rst
@@ -155,6 +155,14 @@ Here is the list of files and replacement strings for all databases that are reg
- Complete directory: ``[YOUR_REPLAY_ATTACK_DIRECTORY]``
+* Replay Mobile ``'replaymobile-img-licit'``, ``'replaymobile-img-spoof'``
+
+ - Complete directory: ``[YOUR_REPLAY_MOBILE_DIRECTORY]``
+
+* MSU MFSD Modified ``'msu-mfsd-mod-licit'``, ``'msu-mfsd-mod-spoof'``
+
+ - Complete directory: ``[YOUR_MSU_MFSD_MOD_DIRECTORY]``
+
* SC face: ``'scface'``
- Images: ``[YOUR_SC_FACE_DIRECTORY]``
diff --git a/doc/implemented.rst b/doc/implemented.rst
index 23ec72a5..4480535e 100644
--- a/doc/implemented.rst
+++ b/doc/implemented.rst
@@ -18,6 +18,7 @@ Databases
bob.bio.face.database.CaspealBioDatabase
bob.bio.face.database.ReplayBioDatabase
bob.bio.face.database.ReplayMobileBioDatabase
+ bob.bio.face.database.MsuMfsdModBioDatabase
bob.bio.face.database.GBUBioDatabase
bob.bio.face.database.LFWBioDatabase
bob.bio.face.database.MultipieBioDatabase
diff --git a/setup.py b/setup.py
index abe4c79a..e55963a8 100644
--- a/setup.py
+++ b/setup.py
@@ -119,6 +119,8 @@ setup(
'mobio-image = bob.bio.face.config.database.mobio:mobio_image',
'mobio-male = bob.bio.face.config.database.mobio:mobio_male', # MOBIO gender-dependent training
'mobio-female = bob.bio.face.config.database.mobio:mobio_female', # MOBIO gender-dependent training
+ 'msu-mfsd-mod-licit = bob.bio.face.config.database.msu_mfsd_mod:msu_mfsd_mod_licit',
+ 'msu-mfsd-mod-spoof = bob.bio.face.config.database.msu_mfsd_mod:msu_mfsd_mod_spoof',
'multipie = bob.bio.face.config.database.multipie:database',
'multipie-pose = bob.bio.face.config.database.multipie_pose:database',
'scface = bob.bio.face.config.database.scface:database',
diff --git a/test-requirements.txt b/test-requirements.txt
index 1786ccb2..64a2a50c 100644
--- a/test-requirements.txt
+++ b/test-requirements.txt
@@ -9,6 +9,7 @@ bob.db.gbu
bob.db.ijba
bob.db.lfw
bob.db.mobio
+bob.db.msu_mfsd_mod
bob.db.multipie
bob.db.replay
bob.db.replaymobile
--
GitLab