From f98a03865abdc90ac0b3d2f4b9354ccdcc1c68a4 Mon Sep 17 00:00:00 2001
From: Yannick DAYER <yannick.dayer@idiap.ch>
Date: Tue, 16 Mar 2021 19:39:31 +0100
Subject: [PATCH] Renaming replay-mobile files
---
.../{replaymobile_csv.py => replaymobile.py} | 2 +-
.../config/database/replaymobile_licit.py | 18 -
.../config/database/replaymobile_spoof.py | 20 -
bob/bio/face/database/replaymobile.py | 348 +++++++++++++-----
bob/bio/face/database/replaymobile_csv.py | 280 --------------
setup.py | 7 +-
6 files changed, 251 insertions(+), 424 deletions(-)
rename bob/bio/face/config/database/{replaymobile_csv.py => replaymobile.py} (89%)
delete mode 100644 bob/bio/face/config/database/replaymobile_licit.py
delete mode 100644 bob/bio/face/config/database/replaymobile_spoof.py
delete mode 100644 bob/bio/face/database/replaymobile_csv.py
diff --git a/bob/bio/face/config/database/replaymobile_csv.py b/bob/bio/face/config/database/replaymobile.py
similarity index 89%
rename from bob/bio/face/config/database/replaymobile_csv.py
rename to bob/bio/face/config/database/replaymobile.py
index 556d576d..6452a904 100644
--- a/bob/bio/face/config/database/replaymobile_csv.py
+++ b/bob/bio/face/config/database/replaymobile.py
@@ -6,7 +6,7 @@
Replay-mobile CSV database interface instantiation
"""
-from bob.bio.face.database.replaymobile_csv import ReplayMobileDatabase
+from bob.bio.face.database.replaymobile import ReplayMobileDatabase
import bob.core
diff --git a/bob/bio/face/config/database/replaymobile_licit.py b/bob/bio/face/config/database/replaymobile_licit.py
deleted file mode 100644
index 1ed52050..00000000
--- a/bob/bio/face/config/database/replaymobile_licit.py
+++ /dev/null
@@ -1,18 +0,0 @@
-#!/usr/bin/env python
-
-from bob.bio.face.database import ReplayMobileBioDatabase
-from bob.bio.base.pipelines.vanilla_biometrics import DatabaseConnector
-from bob.extension import rc
-
-
-replay_mobile_directory = rc["bob.db.replay_mobile.directory"]
-
-database = DatabaseConnector(
- ReplayMobileBioDatabase(
- original_directory=replay_mobile_directory,
- original_extension=".mov",
- protocol="grandtest-licit",
- ),
- annotation_type="bounding-box",
- fixed_positions=None,
-)
diff --git a/bob/bio/face/config/database/replaymobile_spoof.py b/bob/bio/face/config/database/replaymobile_spoof.py
deleted file mode 100644
index 3f9d75b7..00000000
--- a/bob/bio/face/config/database/replaymobile_spoof.py
+++ /dev/null
@@ -1,20 +0,0 @@
-#!/usr/bin/env python
-
-from bob.bio.face.database import ReplayMobileBioDatabase
-from bob.bio.base.pipelines.vanilla_biometrics import DatabaseConnector
-from bob.extension import rc
-
-
-replay_mobile_directory = rc["bob.db.replay_mobile.directory"]
-
-database = DatabaseConnector(
- ReplayMobileBioDatabase(
- original_directory=replay_mobile_directory,
- original_extension=".mov",
- protocol="grandtest-spoof",
- ),
- annotation_type="bounding-box",
- fixed_positions=None,
- # Only compare with spoofs from the same target identity
- allow_scoring_with_all_biometric_references=False,
-)
diff --git a/bob/bio/face/database/replaymobile.py b/bob/bio/face/database/replaymobile.py
index 4d9fa06e..693485e2 100644
--- a/bob/bio/face/database/replaymobile.py
+++ b/bob/bio/face/database/replaymobile.py
@@ -1,132 +1,280 @@
#!/usr/bin/env python
-# vim: set fileencoding=utf-8 :
+# Yannick Dayer <yannick.dayer@idiap.ch>
-""" The Replay-Mobile Database for face spoofing implementation of
-bob.bio.base.database.BioDatabase interface."""
-
-from .database import FaceBioFile
-from bob.bio.base.database import BioDatabase
+from bob.bio.base.database import CSVDataset, CSVToSampleLoaderBiometrics
+from bob.pipelines.datasets.sample_loaders import AnnotationsLoader
+from bob.pipelines.sample import DelayedSample
+from bob.extension.download import get_file
+from bob.io.video import reader
from bob.extension import rc
+import bob.core
+from sklearn.base import TransformerMixin, BaseEstimator
+from sklearn.pipeline import make_pipeline
+import functools
+import os.path
+import numpy
-class ReplayMobileBioFile(FaceBioFile):
- """FaceBioFile implementation of the Replay Mobile Database"""
+logger = bob.core.log.setup("bob.bio.face")
- def __init__(self, f):
- super(ReplayMobileBioFile, self).__init__(client_id=f.client_id, path=f.path, file_id=f.id)
- self._f = f
+def load_frame_from_file_replaymobile(file_name, frame, capturing_device):
+ """Loads a single frame from a video file for replay-mobile.
- def load(self, directory=None, extension=None):
- if extension in (None, '.mov'):
- return self._f.load(directory, extension)
- else:
- return super(ReplayMobileBioFile, self).load(directory, extension)
+ This function uses bob's video reader utility that does not load the full
+ video in memory to just access one frame.
+
+ Parameters
+ ----------
+
+ file_name: str
+ The video file to load the frames from
+
+ frame: None or list of int
+ The index of the frame to load.
- @property
- def annotations(self):
- return self._f.annotations
+ capturing device: str
+ 'mobile' devices' frames will be flipped vertically.
+ Other devices' frames will not be flipped.
+ Returns
+ -------
-class ReplayMobileBioDatabase(BioDatabase):
+ images: 3D numpy array
+ The frame of the video in bob format (channel, height, width)
"""
- ReplayMobile 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 ReplayMobile database, for
- verification experiments (good to use in bob.bio.base framework).
+ logger.debug(f"Extracting frame {frame} from '{file_name}'")
+ video_reader = reader(file_name)
+ image = video_reader[frame]
+ # Image captured by the 'mobile' device are flipped vertically.
+ # (Images were captured horizontally and bob.io.video does not read the
+ # metadata correctly, whether it was on the right or left side)
+ if capturing_device == "mobile":
+ image = numpy.flip(image, 2)
+ # Convert to bob format (channel, height, width)
+ image = numpy.transpose(image, (0, 2, 1))
+ return image
+
+def read_frame_annotation_file_replaymobile(file_name, frame):
+ """Returns the bounding-box for one frame of a video file of replay-mobile.
+
+ Given an annnotation file location and a frame number, returns the bounding
+ box coordinates corresponding to the frame.
+
+ The replay-mobile annotation files are composed of 4 columns and N rows for
+ N frames of the video:
+
+ 120 230 40 40
+ 125 230 40 40
+ ...
+ <x> <y> <w> <h>
+
+ Parameters
+ ----------
+
+ file_name: str
+ The complete annotation file path and name (with extension).
+
+ frame: int
+ The video frame index.
"""
+ logger.debug(f"Reading annotation file '{file_name}', frame {frame}.")
+ if not file_name:
+ return None
- def __init__(self, max_number_of_frames=None,
- annotation_directory=None,
- annotation_extension='.json',
- annotation_type='json',
- original_directory=rc['bob.db.replaymobile.directory'],
- original_extension='.mov',
- name='replay-mobile',
- **kwargs):
- from bob.db.replaymobile.verificationprotocol import Database as LowLevelDatabase
- self._db = LowLevelDatabase(
- max_number_of_frames,
- original_directory=original_directory,
- original_extension=original_extension,
- annotation_directory=annotation_directory,
- annotation_extension=annotation_extension,
- annotation_type=annotation_type,
+ if not os.path.exists(file_name):
+ raise IOError(f"The annotation file '{file_name}' was not found")
+
+ with open(file_name, 'r') as f:
+ # One line is one frame, each line contains a bounding box coordinates
+ line = f.readlines()[frame]
+
+ positions = line.split(' ')
+
+ if len(positions) != 4:
+ raise ValueError(f"The content of '{file_name}' was not correct for frame {frame} ({positions})")
+
+ annotations = {
+ 'topleft': (float(positions[1]), float(positions[0])),
+ 'bottomright':(
+ float(positions[1])+float(positions[3]),
+ float(positions[0])+float(positions[2])
)
+ }
- # call base class constructors to open a session to the database
- super(ReplayMobileBioDatabase, self).__init__(
- name=name,
- original_directory=original_directory,
- original_extension=original_extension,
- annotation_directory=annotation_directory,
- annotation_extension=annotation_extension,
- annotation_type=annotation_type,
- **kwargs)
- self._kwargs['max_number_of_frames'] = max_number_of_frames
+ return annotations
- @property
- def original_directory(self):
- return self._db.original_directory
+class ReplayMobileCSVFrameSampleLoader(CSVToSampleLoaderBiometrics):
+ """A loader transformer returning a specific frame of a video file.
- @original_directory.setter
- def original_directory(self, value):
- self._db.original_directory = value
+ This is specifically tailored for replay-mobile. It uses a specific loader
+ that takes the capturing device as input.
+ """
+ def __init__(
+ self,
+ dataset_original_directory="",
+ extension="",
+ reference_id_equal_subject_id=True,
+ ):
+ super().__init__(
+ data_loader=None,
+ extension=extension,
+ dataset_original_directory=dataset_original_directory,
+ )
+ self.reference_id_equal_subject_id = reference_id_equal_subject_id
- @property
- def original_extension(self):
- return self._db.original_extension
+ def convert_row_to_sample(self, row, header):
+ """Creates a set of samples given a row of the CSV protocol definition.
+ """
+ path = row[0]
+ reference_id = row[1]
+ id = row[2] # Will be used as 'key'
- @original_extension.setter
- def original_extension(self, value):
- self._db.original_extension = value
+ kwargs = dict([[str(h).lower(), r] for h, r in zip(header[3:], row[3:])])
+ if self.reference_id_equal_subject_id:
+ kwargs["subject_id"] = reference_id
+ else:
+ if "subject_id" not in kwargs:
+ raise ValueError(f"`subject_id` not available in {header}")
+ # One row leads to multiple samples (different frames)
+ all_samples = [DelayedSample(
+ functools.partial(
+ load_frame_from_file_replaymobile,
+ file_name=os.path.join(self.dataset_original_directory, path + self.extension),
+ frame=frame,
+ capturing_device=kwargs["capturing_device"],
+ ),
+ key=f"{id}_{frame}",
+ path=path,
+ reference_id=reference_id,
+ frame=frame,
+ **kwargs,
+ ) for frame in range(12,251,24)]
+ return all_samples
- @property
- def annotation_directory(self):
- return self._db.annotation_directory
- @annotation_directory.setter
- def annotation_directory(self, value):
- self._db.annotation_directory = value
+class FrameBoundingBoxAnnotationLoader(AnnotationsLoader):
+ """A transformer that adds bounding-box to a sample from annotations files.
- @property
- def annotation_extension(self):
- return self._db.annotation_extension
+ Parameters
+ ----------
- @annotation_extension.setter
- def annotation_extension(self, value):
- self._db.annotation_extension = value
+ annotation_directory: str or None
+ """
+ def __init__(self,
+ annotation_directory=None,
+ annotation_extension=".face",
+ **kwargs
+ ):
+ super().__init__(
+ annotation_directory=annotation_directory,
+ annotation_extension=annotation_extension,
+ **kwargs
+ )
- @property
- def annotation_type(self):
- return self._db.annotation_type
+ def transform(self, X):
+ """Adds the bounding-box annotations to a series of samples.
+ """
+ if self.annotation_directory is None:
+ return None
- @annotation_type.setter
- def annotation_type(self, value):
- self._db.annotation_type = value
+ annotated_samples = []
+ for x in X:
- def protocol_names(self):
- return self._db.protocols()
+ # Build the path to the annotation files structure
+ annotation_file = os.path.join(
+ self.annotation_directory, x.path + self.annotation_extension
+ )
- def groups(self):
- return self._db.groups()
+ annotated_samples.append(
+ DelayedSample(
+ x._load,
+ parent=x,
+ delayed_attributes=dict(
+ annotations=functools.partial(
+ read_frame_annotation_file_replaymobile,
+ file_name=annotation_file,
+ frame=int(x.frame),
+ )
+ ),
+ )
+ )
- def annotations(self, myfile):
- """Will return the bounding box annotation of nth frame of the video."""
- return myfile.annotations
+ return annotated_samples
- def model_ids_with_protocol(self, groups=None, protocol=None, **kwargs):
- return self._db.model_ids_with_protocol(groups, protocol, **kwargs)
+class ReplayMobileDatabase(CSVDataset):
+ """Database interface that loads a csv definition for replay-mobile
- def objects(self, groups=None, protocol=None, purposes=None, model_ids=None, **kwargs):
- return [ReplayMobileBioFile(f) for f in self._db.objects(groups, protocol, purposes, model_ids, **kwargs)]
+ Looks for the protocol definition files (structure of CSV files). If not
+ present, downloads them.
+ Then sets the data and annotation paths from __init__ parameters or from
+ the configuration (``bob config`` command).
- 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)
+ Parameters
+ ----------
- files_by_clients = []
- for client in sorted(client_files.keys()):
- files_by_clients.append(client_files[client])
- return files_by_clients
+ protocol_name: str
+ The protocol to use
+
+ protocol_definition_path: str or None
+ Specifies a path to download the database definition to.
+ If None: Downloads and uses the ``bob_data`` config.
+ (See :py:fct:`bob.extension.download.get_file`)
+
+ data_path: str or None
+ Overrides the config-defined data location.
+ If None: uses the ``bob.db.replaymobile.directory`` config.
+ If None and the config does not exist, set as cwd.
+
+ annotation_path: str or None
+ Overrides the config-defined annotation files location.
+ If None: uses the ``bob.db.replaymobile.annotation_directory`` config.
+ If None and the config does not exist, set as
+ ``{data_path}/faceloc/rect``.
+ """
+ def __init__(
+ self,
+ protocol_name="bio-grandtest",
+ protocol_definition_path=None,
+ data_path=None,
+ annotation_path=None,
+ **kwargs
+ ):
+ if protocol_definition_path is None:
+ # Downloading database description files if it is not specified
+ urls = [
+ "https://www.idiap.ch/software/bob/databases/latest/replay-mobile-csv.tar.gz",
+ "http://www.idiap.ch/software/bob/databases/latest/replay-mobile-csv.tar.gz",
+ ]
+ protocol_definition_path = get_file("replay-mobile-csv.tar.gz", urls)
+
+ if data_path is None:
+ # Defaults to cwd if config not defined
+ data_path = rc.get("bob.db.replaymobile.directory", "")
+
+ if annotation_path is None:
+ # Defaults to {data_path}/faceloc/rect if config not defined
+ annotation_path = rc.get(
+ "bob.db.replaymobile.annotation_directory",
+ os.path.join(data_path, "faceloc/rect/")
+ )
+
+ logger.info(f"Database: Loading database definition from '{protocol_definition_path}'.")
+ logger.info(f"Database: Defining data files path as '{data_path}'.")
+ logger.info(f"Database: Defining annotation files path as '{annotation_path}'.")
+ super().__init__(
+ protocol_definition_path,
+ protocol_name,
+ csv_to_sample_loader=make_pipeline(
+ ReplayMobileCSVFrameSampleLoader(
+ dataset_original_directory=data_path,
+ extension=".mov",
+ ),
+ FrameBoundingBoxAnnotationLoader(
+ annotation_directory=annotation_path,
+ annotation_extension=".face",
+ ),
+ ),
+ **kwargs
+ )
+ self.annotation_type = "bounding-box"
+ self.fixed_positions = None
diff --git a/bob/bio/face/database/replaymobile_csv.py b/bob/bio/face/database/replaymobile_csv.py
deleted file mode 100644
index 693485e2..00000000
--- a/bob/bio/face/database/replaymobile_csv.py
+++ /dev/null
@@ -1,280 +0,0 @@
-#!/usr/bin/env python
-# Yannick Dayer <yannick.dayer@idiap.ch>
-
-from bob.bio.base.database import CSVDataset, CSVToSampleLoaderBiometrics
-from bob.pipelines.datasets.sample_loaders import AnnotationsLoader
-from bob.pipelines.sample import DelayedSample
-from bob.extension.download import get_file
-from bob.io.video import reader
-from bob.extension import rc
-import bob.core
-
-from sklearn.base import TransformerMixin, BaseEstimator
-from sklearn.pipeline import make_pipeline
-import functools
-import os.path
-import numpy
-
-logger = bob.core.log.setup("bob.bio.face")
-
-def load_frame_from_file_replaymobile(file_name, frame, capturing_device):
- """Loads a single frame from a video file for replay-mobile.
-
- This function uses bob's video reader utility that does not load the full
- video in memory to just access one frame.
-
- Parameters
- ----------
-
- file_name: str
- The video file to load the frames from
-
- frame: None or list of int
- The index of the frame to load.
-
- capturing device: str
- 'mobile' devices' frames will be flipped vertically.
- Other devices' frames will not be flipped.
-
- Returns
- -------
-
- images: 3D numpy array
- The frame of the video in bob format (channel, height, width)
- """
- logger.debug(f"Extracting frame {frame} from '{file_name}'")
- video_reader = reader(file_name)
- image = video_reader[frame]
- # Image captured by the 'mobile' device are flipped vertically.
- # (Images were captured horizontally and bob.io.video does not read the
- # metadata correctly, whether it was on the right or left side)
- if capturing_device == "mobile":
- image = numpy.flip(image, 2)
- # Convert to bob format (channel, height, width)
- image = numpy.transpose(image, (0, 2, 1))
- return image
-
-def read_frame_annotation_file_replaymobile(file_name, frame):
- """Returns the bounding-box for one frame of a video file of replay-mobile.
-
- Given an annnotation file location and a frame number, returns the bounding
- box coordinates corresponding to the frame.
-
- The replay-mobile annotation files are composed of 4 columns and N rows for
- N frames of the video:
-
- 120 230 40 40
- 125 230 40 40
- ...
- <x> <y> <w> <h>
-
- Parameters
- ----------
-
- file_name: str
- The complete annotation file path and name (with extension).
-
- frame: int
- The video frame index.
- """
- logger.debug(f"Reading annotation file '{file_name}', frame {frame}.")
- if not file_name:
- return None
-
- if not os.path.exists(file_name):
- raise IOError(f"The annotation file '{file_name}' was not found")
-
- with open(file_name, 'r') as f:
- # One line is one frame, each line contains a bounding box coordinates
- line = f.readlines()[frame]
-
- positions = line.split(' ')
-
- if len(positions) != 4:
- raise ValueError(f"The content of '{file_name}' was not correct for frame {frame} ({positions})")
-
- annotations = {
- 'topleft': (float(positions[1]), float(positions[0])),
- 'bottomright':(
- float(positions[1])+float(positions[3]),
- float(positions[0])+float(positions[2])
- )
- }
-
- return annotations
-
-class ReplayMobileCSVFrameSampleLoader(CSVToSampleLoaderBiometrics):
- """A loader transformer returning a specific frame of a video file.
-
- This is specifically tailored for replay-mobile. It uses a specific loader
- that takes the capturing device as input.
- """
- def __init__(
- self,
- dataset_original_directory="",
- extension="",
- reference_id_equal_subject_id=True,
- ):
- super().__init__(
- data_loader=None,
- extension=extension,
- dataset_original_directory=dataset_original_directory,
- )
- self.reference_id_equal_subject_id = reference_id_equal_subject_id
-
- def convert_row_to_sample(self, row, header):
- """Creates a set of samples given a row of the CSV protocol definition.
- """
- path = row[0]
- reference_id = row[1]
- id = row[2] # Will be used as 'key'
-
- kwargs = dict([[str(h).lower(), r] for h, r in zip(header[3:], row[3:])])
- if self.reference_id_equal_subject_id:
- kwargs["subject_id"] = reference_id
- else:
- if "subject_id" not in kwargs:
- raise ValueError(f"`subject_id` not available in {header}")
- # One row leads to multiple samples (different frames)
- all_samples = [DelayedSample(
- functools.partial(
- load_frame_from_file_replaymobile,
- file_name=os.path.join(self.dataset_original_directory, path + self.extension),
- frame=frame,
- capturing_device=kwargs["capturing_device"],
- ),
- key=f"{id}_{frame}",
- path=path,
- reference_id=reference_id,
- frame=frame,
- **kwargs,
- ) for frame in range(12,251,24)]
- return all_samples
-
-
-class FrameBoundingBoxAnnotationLoader(AnnotationsLoader):
- """A transformer that adds bounding-box to a sample from annotations files.
-
- Parameters
- ----------
-
- annotation_directory: str or None
- """
- def __init__(self,
- annotation_directory=None,
- annotation_extension=".face",
- **kwargs
- ):
- super().__init__(
- annotation_directory=annotation_directory,
- annotation_extension=annotation_extension,
- **kwargs
- )
-
- def transform(self, X):
- """Adds the bounding-box annotations to a series of samples.
- """
- if self.annotation_directory is None:
- return None
-
- annotated_samples = []
- for x in X:
-
- # Build the path to the annotation files structure
- annotation_file = os.path.join(
- self.annotation_directory, x.path + self.annotation_extension
- )
-
- annotated_samples.append(
- DelayedSample(
- x._load,
- parent=x,
- delayed_attributes=dict(
- annotations=functools.partial(
- read_frame_annotation_file_replaymobile,
- file_name=annotation_file,
- frame=int(x.frame),
- )
- ),
- )
- )
-
- return annotated_samples
-
-class ReplayMobileDatabase(CSVDataset):
- """Database interface that loads a csv definition for replay-mobile
-
- Looks for the protocol definition files (structure of CSV files). If not
- present, downloads them.
- Then sets the data and annotation paths from __init__ parameters or from
- the configuration (``bob config`` command).
-
- Parameters
- ----------
-
- protocol_name: str
- The protocol to use
-
- protocol_definition_path: str or None
- Specifies a path to download the database definition to.
- If None: Downloads and uses the ``bob_data`` config.
- (See :py:fct:`bob.extension.download.get_file`)
-
- data_path: str or None
- Overrides the config-defined data location.
- If None: uses the ``bob.db.replaymobile.directory`` config.
- If None and the config does not exist, set as cwd.
-
- annotation_path: str or None
- Overrides the config-defined annotation files location.
- If None: uses the ``bob.db.replaymobile.annotation_directory`` config.
- If None and the config does not exist, set as
- ``{data_path}/faceloc/rect``.
- """
- def __init__(
- self,
- protocol_name="bio-grandtest",
- protocol_definition_path=None,
- data_path=None,
- annotation_path=None,
- **kwargs
- ):
- if protocol_definition_path is None:
- # Downloading database description files if it is not specified
- urls = [
- "https://www.idiap.ch/software/bob/databases/latest/replay-mobile-csv.tar.gz",
- "http://www.idiap.ch/software/bob/databases/latest/replay-mobile-csv.tar.gz",
- ]
- protocol_definition_path = get_file("replay-mobile-csv.tar.gz", urls)
-
- if data_path is None:
- # Defaults to cwd if config not defined
- data_path = rc.get("bob.db.replaymobile.directory", "")
-
- if annotation_path is None:
- # Defaults to {data_path}/faceloc/rect if config not defined
- annotation_path = rc.get(
- "bob.db.replaymobile.annotation_directory",
- os.path.join(data_path, "faceloc/rect/")
- )
-
- logger.info(f"Database: Loading database definition from '{protocol_definition_path}'.")
- logger.info(f"Database: Defining data files path as '{data_path}'.")
- logger.info(f"Database: Defining annotation files path as '{annotation_path}'.")
- super().__init__(
- protocol_definition_path,
- protocol_name,
- csv_to_sample_loader=make_pipeline(
- ReplayMobileCSVFrameSampleLoader(
- dataset_original_directory=data_path,
- extension=".mov",
- ),
- FrameBoundingBoxAnnotationLoader(
- annotation_directory=annotation_path,
- annotation_extension=".face",
- ),
- ),
- **kwargs
- )
- self.annotation_type = "bounding-box"
- self.fixed_positions = None
diff --git a/setup.py b/setup.py
index 7c37af3e..9b731f21 100644
--- a/setup.py
+++ b/setup.py
@@ -107,9 +107,7 @@ setup(
"multipie-pose = bob.bio.face.config.database.multipie_pose:database",
"replay-img-licit = bob.bio.face.config.database.replay_licit:database",
"replay-img-spoof = bob.bio.face.config.database.replay_spoof:database",
- "replaymobile-img-licit = bob.bio.face.config.database.replaymobile_licit:database",
- "replaymobile-img-spoof = bob.bio.face.config.database.replaymobile_spoof:database",
- "replaymobile-img-csv = bob.bio.face.config.database.replaymobile_csv:database",
+ "replaymobile-img = bob.bio.face.config.database.replaymobile:database",
"fargo = bob.bio.face.config.database.fargo:database",
"meds = bob.bio.face.config.database.meds:database",
"morph = bob.bio.face.config.database.morph:database",
@@ -176,8 +174,7 @@ setup(
"multipie-pose = bob.bio.face.config.database.multipie_pose",
"replay-img-licit = bob.bio.face.config.database.replay_licit",
"replay-img-spoof = bob.bio.face.config.database.replay_spoof",
- "replaymobile-img-licit = bob.bio.face.config.database.replaymobile_licit",
- "replaymobile-img-spoof = bob.bio.face.config.database.replaymobile_spoof",
+ "replaymobile-img = bob.bio.face.config.database.replaymobile",
"fargo = bob.bio.face.config.database.fargo",
"meds = bob.bio.face.config.database.meds",
"morph = bob.bio.face.config.database.morph",
--
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