diff --git a/bob/bio/face/config/database/mobio.py b/bob/bio/face/config/database/mobio.py
deleted file mode 100644
index c2f40b0d9b286415424d766735443acc10d7979b..0000000000000000000000000000000000000000
--- a/bob/bio/face/config/database/mobio.py
+++ /dev/null
@@ -1,78 +0,0 @@
-#!/usr/bin/env python
-
-from bob.bio.face.database import MobioBioDatabase
-from bob.bio.base.pipelines.vanilla_biometrics import DatabaseConnector
-from bob.extension import rc
-
-database = DatabaseConnector(
- MobioBioDatabase(
- original_directory=rc["bob.db.mobio.directory"],
- annotation_directory=rc["bob.db.mobio.annotation_directory"],
- original_extension=".png",
- protocol="mobile0-male",
- )
-)
-database.allow_scoring_with_all_biometric_references = True
-
-
-mobio_image_directory = rc["bob.db.mobio.directory"]
-mobio_annotation_directory = rc["bob.db.mobio.annotation_directory"]
-
-allow_scoring_with_all_biometric_references = True
-annotation_type = "eyes-center"
-fixed_positions = None
-
-
-mobio_image = DatabaseConnector(
- MobioBioDatabase(
- original_directory=mobio_image_directory,
- original_extension=".png",
- annotation_directory=mobio_annotation_directory,
- annotation_type="eyecenter",
- protocol="male",
- models_depend_on_protocol=True,
- ),
- allow_scoring_with_all_biometric_references=allow_scoring_with_all_biometric_references,
- annotation_type=annotation_type,
- fixed_positions=fixed_positions,
-)
-
-
-mobio_male = DatabaseConnector(
- MobioBioDatabase(
- original_directory=mobio_image_directory,
- original_extension=".png",
- annotation_directory=mobio_annotation_directory,
- annotation_type="eyecenter",
- protocol="male",
- models_depend_on_protocol=True,
- all_files_options={"gender": "male"},
- extractor_training_options={"gender": "male"},
- projector_training_options={"gender": "male"},
- enroller_training_options={"gender": "male"},
- z_probe_options={"gender": "male"},
- ),
- allow_scoring_with_all_biometric_references=allow_scoring_with_all_biometric_references,
- annotation_type=annotation_type,
- fixed_positions=fixed_positions,
-)
-
-
-mobio_female = DatabaseConnector(
- MobioBioDatabase(
- original_directory=mobio_image_directory,
- original_extension=".png",
- annotation_directory=mobio_annotation_directory,
- annotation_type="eyecenter",
- protocol="female",
- models_depend_on_protocol=True,
- all_files_options={"gender": "female"},
- extractor_training_options={"gender": "female"},
- projector_training_options={"gender": "female"},
- enroller_training_options={"gender": "female"},
- z_probe_options={"gender": "female"},
- ),
- allow_scoring_with_all_biometric_references=allow_scoring_with_all_biometric_references,
- annotation_type=annotation_type,
- fixed_positions=fixed_positions,
-)
diff --git a/bob/bio/face/config/database/mobio_all.py b/bob/bio/face/config/database/mobio_all.py
index 8492d8cb54eb3b20b568133803f379deb7e4372b..bb2d0c0c1be80cec28913848fb520eaa4586cd77 100644
--- a/bob/bio/face/config/database/mobio_all.py
+++ b/bob/bio/face/config/database/mobio_all.py
@@ -1,17 +1,5 @@
#!/usr/bin/env python
-from bob.bio.face.database import MobioBioDatabase
-from bob.bio.base.pipelines.vanilla_biometrics import DatabaseConnector
-from bob.extension import rc
-
-database = DatabaseConnector(
- MobioBioDatabase(
- original_directory=rc["bob.db.mobio.directory"],
- annotation_directory=rc["bob.db.mobio.annotation_directory"],
- original_extension=".png",
- protocol="mobile0-male-female",
- ),
- annotation_type = "eyes-center",
- fixed_positions = None
-)
+from bob.bio.face.database import MobioDatabase
+database = MobioDatabase(protocol="mobile0-male-female")
diff --git a/bob/bio/face/config/database/mobio_male.py b/bob/bio/face/config/database/mobio_male.py
index b33f356031fc28d93ab79d76671f4d712ad379af..49a4da62497678448354e81e1c0ed2d8ef460f31 100644
--- a/bob/bio/face/config/database/mobio_male.py
+++ b/bob/bio/face/config/database/mobio_male.py
@@ -1,17 +1,5 @@
#!/usr/bin/env python
-from bob.bio.face.database import MobioBioDatabase
-from bob.bio.base.pipelines.vanilla_biometrics import DatabaseConnector
-from bob.extension import rc
-
-database = DatabaseConnector(
- MobioBioDatabase(
- original_directory=rc["bob.db.mobio.directory"],
- annotation_directory=rc["bob.db.mobio.annotation_directory"],
- original_extension=".png",
- protocol="mobile0-male",
- ),
- annotation_type = "eyes-center",
- fixed_positions = None
-)
+from bob.bio.face.database import MobioDatabase
+database = MobioDatabase(protocol="mobile0-male")
diff --git a/bob/bio/face/database/__init__.py b/bob/bio/face/database/__init__.py
index 3c0429f2e189eaacd4280f9ee99cdf78e3da237f..c5a067f6d790b15d609c3aea7a5aa8a695430944 100644
--- a/bob/bio/face/database/__init__.py
+++ b/bob/bio/face/database/__init__.py
@@ -2,7 +2,7 @@
# vim: set fileencoding=utf-8 :
from .database import FaceBioFile
-from .mobio import MobioBioDatabase
+from .mobio import MobioDatabase
from .replay import ReplayBioDatabase
from .atnt import AtntBioDatabase
from .gbu import GBUBioDatabase
@@ -35,7 +35,7 @@ def __appropriate__(*args):
__appropriate__(
FaceBioFile,
- MobioBioDatabase,
+ MobioDatabase,
ReplayBioDatabase,
AtntBioDatabase,
GBUBioDatabase,
diff --git a/bob/bio/face/database/mobio.py b/bob/bio/face/database/mobio.py
index f09b4fe49ff8da219cf449513944793de97a2d29..839ad3174ceb876669eade1e827c4c119d12d9bc 100644
--- a/bob/bio/face/database/mobio.py
+++ b/bob/bio/face/database/mobio.py
@@ -1,92 +1,96 @@
#!/usr/bin/env python
# vim: set fileencoding=utf-8 :
-# Amir Mohammadi <amir.mohammadi@idiap.ch>
-# Wed 13 Jul 16:43:22 CEST 2016
+# Tiago de Freitas Pereira <tiago.pereira@idiap.ch>
"""
- 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).
+ MOBIO database implementation
"""
+from bob.bio.base.database import (
+ CSVDataset,
+ CSVDatasetZTNorm,
+)
+from bob.pipelines.datasets import CSVToSampleLoader
+from bob.bio.face.database.sample_loaders import EyesAnnotations
+from bob.extension import rc
+from bob.extension.download import get_file
+import bob.io.base
+from sklearn.pipeline import make_pipeline
-from .database import FaceBioFile
-from bob.bio.base.database import ZTBioDatabase
-
-class MobioBioFile(FaceBioFile):
- """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)
- self._f = f
-
-
-class MobioBioDatabase(ZTBioDatabase):
- """
- 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).
+class MobioDatabase(CSVDatasetZTNorm):
"""
+ The MOBIO dataset is a video database containing bimodal data (face/speaker).
+ It is composed by 152 people (split in the two genders male and female), mostly Europeans, split in 5 sessions (few weeks time lapse between sessions).
+ The database was recorded using two types of mobile devices: mobile phones (NOKIA N93i) and laptop
+ computers(standard 2008 MacBook).
+
+ For face recognition images are used instead of videos.
+ One image was extracted from each video by choosing the video frame after 10 seconds.
+ The eye positions were manually labelled and distributed with the database.
+
+ For more information check:
+
+ .. code-block:: latex
+
+ @article{McCool_IET_BMT_2013,
+ title = {Session variability modelling for face authentication},
+ author = {McCool, Chris and Wallace, Roy and McLaren, Mitchell and El Shafey, Laurent and Marcel, S{\'{e}}bastien},
+ month = sep,
+ journal = {IET Biometrics},
+ volume = {2},
+ number = {3},
+ year = {2013},
+ pages = {117-129},
+ issn = {2047-4938},
+ doi = {10.1049/iet-bmt.2012.0059},
+ }
- def __init__(
- self,
- original_directory=None,
- original_extension=None,
- annotation_directory=None,
- annotation_extension='.pos',
- **kwargs
- ):
- from bob.db.mobio.query import Database as LowLevelDatabase
- self._db = LowLevelDatabase(original_directory, original_extension,
- annotation_directory, annotation_extension)
-
- # call base class constructors to open a session to the database
- super(MobioBioDatabase, self).__init__(
- name='mobio',
- original_directory=original_directory,
- original_extension=original_extension,
- annotation_directory=annotation_directory,
- annotation_extension=annotation_extension,
- **kwargs)
-
- @property
- def original_directory(self):
- return self._db.original_directory
-
- @original_directory.setter
- def original_directory(self, value):
- self._db.original_directory = value
-
- @property
- def annotation_directory(self):
- return self._db.annotation_directory
-
- @annotation_directory.setter
- def annotation_directory(self, value):
- self._db.annotation_directory = value
-
- def model_ids_with_protocol(self, groups=None, protocol=None, gender=None):
- return self._db.model_ids(groups=groups, protocol=protocol, gender=gender)
-
- def tmodel_ids_with_protocol(self, protocol=None, groups=None, **kwargs):
- return self._db.tmodel_ids(protocol=protocol, groups=groups, **kwargs)
-
- def objects(self, groups=None, protocol=None, purposes=None, model_ids=None, **kwargs):
- retval = self._db.objects(groups=groups, protocol=protocol, purposes=purposes, model_ids=model_ids, **kwargs)
- return [MobioBioFile(f) for f in retval]
-
- def tobjects(self, groups=None, protocol=None, model_ids=None, **kwargs):
- retval = self._db.tobjects(groups=groups, protocol=protocol, model_ids=model_ids, **kwargs)
- return [MobioBioFile(f) for f in retval]
-
- def zobjects(self, groups=None, protocol=None, **kwargs):
- retval = self._db.zobjects(groups=groups, protocol=protocol, **kwargs)
- return [MobioBioFile(f) for f in retval]
-
- def annotations(self, myfile):
- return self._db.annotations(myfile._f)
-
- def groups(self, protocol=None, **kwargs):
- return self._db.groups(protocol=protocol)
+ """
+ def __init__(self, protocol):
+
+ # Downloading model if not exists
+ urls = [
+ "https://www.idiap.ch/software/bob/databases/latest/mobio.tar.gz",
+ "http://www.idiap.ch/software/bob/databases/latest/mobio.tar.gz",
+ ]
+ filename = get_file("mobio.tar.gz", urls)
+
+ self.annotation_type = "eyes-center"
+ self.fixed_positions = None
+
+ database = CSVDataset(
+ filename,
+ protocol,
+ csv_to_sample_loader=make_pipeline(
+ CSVToSampleLoader(
+ data_loader=bob.io.base.load,
+ dataset_original_directory=rc["bob.db.mobio.directory"]
+ if rc["bob.db.mobio.directory"]
+ else "",
+ extension=".png",
+ ),
+ EyesAnnotations(),
+ ),
+ )
+
+ super().__init__(database)
+
+ # def zprobes(self, proportion=0.20):
+ # return super().zprobes(proportion=proportion)
+
+ @staticmethod
+ def protocols():
+ # TODO: Until we have (if we have) a function that dumps the protocols, let's use this one.
+ return [
+ "laptop1-female",
+ "laptop_mobile1-female",
+ "mobile0-female",
+ "mobile0-male-female",
+ "mobile1-male",
+ "laptop1-male",
+ "laptop_mobile1-male",
+ "mobile0-male",
+ "mobile1-female",
+ ]
diff --git a/bob/bio/face/test/test_databases.py b/bob/bio/face/test/test_databases.py
index 856ac9f0134d224bb6151915f30501ed49d3f6d9..36003bafc1fe4accfe1ab4f5bd78da5d93ba70b1 100644
--- a/bob/bio/face/test/test_databases.py
+++ b/bob/bio/face/test/test_databases.py
@@ -156,39 +156,34 @@ def test_lfw():
)
-@db_available("mobio")
def test_mobio():
- 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)
- check_database_zt(
- bob.bio.base.load_resource(
- "mobio-male", "database", preferred_package="bob.bio.face"
- ),
- models_depend=True,
- )
- check_database_zt(
- bob.bio.base.load_resource(
- "mobio-female", "database", preferred_package="bob.bio.face"
- ),
- models_depend=True,
- )
- 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
- )
+ from bob.bio.face.database import MobioDatabase
- try:
- _check_annotations(database, limit_files=1000)
- except IOError as e:
- raise SkipTest(
- "The annotations could not be queried; probably the annotation files are missing. Here is the error: '%s'"
- % e
- )
+ protocols = MobioDatabase.protocols()
+ for p in protocols:
+ database = MobioDatabase(protocol=p)
+ assert len(database.background_model_samples()) > 0
+ assert len(database.treferences()) > 0
+ assert len(database.zprobes()) > 0
+
+ assert len(database.references(group="dev")) > 0
+ assert len(database.probes(group="dev")) > 0
+
+ assert len(database.references(group="eval")) > 0
+ assert len(database.probes(group="eval")) > 0
+
+ # Sanity check on mobio-male
+ database = MobioDatabase(protocol="mobile0-male")
+
+ assert len(database.treferences()) == 16
+ assert len(database.zprobes()) == 1920
+ assert len(database.background_model_samples()) == 9600
+
+ assert len(database.references()) == 24
+ assert len(database.probes()) == 2520
+
+ assert len(database.references(group="eval")) == 38
+ assert len(database.probes(group="eval")) == 3990
@db_available("multipie")
diff --git a/conda/meta.yaml b/conda/meta.yaml
index 88f4cb414d98950e6f5ed8e1d2dd504946793888..92163e39ccd36f2c88d782c5c9d023f57cbf9309 100644
--- a/conda/meta.yaml
+++ b/conda/meta.yaml
@@ -75,7 +75,6 @@ test:
- bob.db.gbu
- bob.db.ijbc
- bob.db.lfw
- - bob.db.mobio
- bob.db.multipie
- bob.db.replay
- bob.db.replaymobile
diff --git a/doc/implemented.rst b/doc/implemented.rst
index 0deac2602496a6ed7390588ea7b7666459ef43d3..f9f67efc07c8499407dfb51924f146dc2441e430 100644
--- a/doc/implemented.rst
+++ b/doc/implemented.rst
@@ -13,7 +13,7 @@ Databases
.. autosummary::
bob.bio.face.database.ARFaceBioDatabase
bob.bio.face.database.AtntBioDatabase
- bob.bio.face.database.MobioBioDatabase
+ bob.bio.face.database.MobioDatabase
bob.bio.face.database.ReplayBioDatabase
bob.bio.face.database.ReplayMobileBioDatabase
bob.bio.face.database.GBUBioDatabase
diff --git a/test-requirements.txt b/test-requirements.txt
index d151d8fa1e53521dfd0dea36d9484920572b5a5b..c6be4dbbac8973d64e0e0f2724937c0409c73577 100644
--- a/test-requirements.txt
+++ b/test-requirements.txt
@@ -4,7 +4,6 @@ bob.db.banca
bob.db.gbu
bob.db.ijbc
bob.db.lfw
-bob.db.mobio
bob.db.multipie
bob.db.replay
bob.db.replaymobile