diff --git a/bob/pad/face/config/extractor/video_lbp_histogram.py b/bob/pad/face/config/extractor/video_lbp_histogram.py
index db62b37abd0a9333bb2be163b168027cae5e8916..7fc7bcb1b18caafc5925c9a1295ea9663b3193d4 100644
--- a/bob/pad/face/config/extractor/video_lbp_histogram.py
+++ b/bob/pad/face/config/extractor/video_lbp_histogram.py
@@ -1,6 +1,8 @@
#!/usr/bin/env python
-from bob.pad.face.extractor import VideoLBPHistogram
+from bob.pad.face.extractor import LBPHistogram
+
+from bob.bio.video.extractor import Wrapper
#=======================================================================================
# Define instances here:
@@ -12,10 +14,10 @@ neighbors = 8
circ = False
dtype = None
-video_lbp_histogram_extractor_n8r1_uniform = VideoLBPHistogram(
+video_lbp_histogram_extractor_n8r1_uniform = Wrapper(LBPHistogram(
lbptype=lbptype,
elbptype=elbptype,
rad=rad,
neighbors=neighbors,
circ=circ,
- dtype=dtype)
+ dtype=dtype))
diff --git a/bob/pad/face/config/extractor/video_quality_measure.py b/bob/pad/face/config/extractor/video_quality_measure.py
index f5cc55985cc2bcb8ef98067b45f4a95f7950ea93..fc9af42b6aa334a514b1c2cbc4a5452712e41ca3 100644
--- a/bob/pad/face/config/extractor/video_quality_measure.py
+++ b/bob/pad/face/config/extractor/video_quality_measure.py
@@ -1,6 +1,8 @@
#!/usr/bin/env python
-from bob.pad.face.extractor import VideoQualityMeasure
+from bob.pad.face.extractor import ImageQualityMeasure
+
+import bob.bio.video
#=======================================================================================
# Define instances here:
@@ -9,5 +11,4 @@ galbally = True
msu = True
dtype = None
-video_quality_measure_galbally_msu = VideoQualityMeasure(
- galbally=galbally, msu=msu, dtype=dtype)
+video_quality_measure_galbally_msu = bob.bio.video.extractor.Wrapper(ImageQualityMeasure(galbally=galbally, msu=msu, dtype=dtype))
diff --git a/bob/pad/face/config/lbp_svm.py b/bob/pad/face/config/lbp_svm.py
index 0b7ff33efa23b097d369d0355ee315d953aa934b..3261e8ff815e23c2edd3609ce32d2a0b9f31a1af 100644
--- a/bob/pad/face/config/lbp_svm.py
+++ b/bob/pad/face/config/lbp_svm.py
@@ -54,7 +54,9 @@ below ``min_face_size`` threshold are discarded. The preprocessor is similar to
#=======================================================================================
# define extractor:
-from ..extractor import VideoLBPHistogram
+from ..extractor import LBPHistogram
+
+from bob.bio.video.extractor import Wrapper
LBPTYPE = 'uniform'
ELBPTYPE = 'regular'
@@ -63,13 +65,13 @@ NEIGHBORS = 8
CIRC = False
DTYPE = None
-extractor = VideoLBPHistogram(
+extractor = Wrapper(LBPHistogram(
lbptype=LBPTYPE,
elbptype=ELBPTYPE,
rad=RAD,
neighbors=NEIGHBORS,
circ=CIRC,
- dtype=DTYPE)
+ dtype=DTYPE))
"""
In the feature extraction stage the LBP histograms are extracted from each frame of the preprocessed video.
diff --git a/bob/pad/face/config/lbp_svm_aggregated_db.py b/bob/pad/face/config/lbp_svm_aggregated_db.py
index d8698a51dc9fe392ca7bdd835b40905f9f1cc3e2..778364e8c7d69047cc4218cbec6136312e05161d 100644
--- a/bob/pad/face/config/lbp_svm_aggregated_db.py
+++ b/bob/pad/face/config/lbp_svm_aggregated_db.py
@@ -56,7 +56,9 @@ below ``min_face_size`` threshold are discarded. The preprocessor is similar to
#=======================================================================================
# define extractor:
-from ..extractor import VideoLBPHistogram
+from ..extractor import LBPHistogram
+
+from bob.bio.video.extractor import Wrapper
LBPTYPE = 'uniform'
ELBPTYPE = 'regular'
@@ -65,13 +67,13 @@ NEIGHBORS = 8
CIRC = False
DTYPE = None
-extractor = VideoLBPHistogram(
+extractor = Wrapper(LBPHistogram(
lbptype=LBPTYPE,
elbptype=ELBPTYPE,
rad=RAD,
neighbors=NEIGHBORS,
circ=CIRC,
- dtype=DTYPE)
+ dtype=DTYPE))
"""
In the feature extraction stage the LBP histograms are extracted from each frame of the preprocessed video.
The parameters are similar to the ones introduced in [CAM12]_.
diff --git a/bob/pad/face/config/qm_lr.py b/bob/pad/face/config/qm_lr.py
index 92ae19858fc467d263a4c43493cd48329e07e0f9..19a5d4221f0156c01e32d78a09ed848468416ff3 100644
--- a/bob/pad/face/config/qm_lr.py
+++ b/bob/pad/face/config/qm_lr.py
@@ -54,13 +54,15 @@ facial image, which is defined by ``RGB_OUTPUT_FLAG = True``.
#=======================================================================================
# define extractor:
-from ..extractor import VideoQualityMeasure
+from ..extractor import ImageQualityMeasure
+
+from bob.bio.video.extractor import Wrapper
GALBALLY = True
MSU = True
DTYPE = None
-extractor = VideoQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE)
+extractor = Wrapper(ImageQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE))
"""
In the feature extraction stage the Image Quality Measures are extracted from each frame of the preprocessed RGB video.
The features to be computed are introduced in the following papers: [WHJ15]_ and [CBVM16]_.
diff --git a/bob/pad/face/config/qm_one_class_gmm.py b/bob/pad/face/config/qm_one_class_gmm.py
index 16a44c01d6584566a72b99afd73a806a2cbe019a..182c71bbbe8ef8783c81c9d42a2467e6371d5d0c 100644
--- a/bob/pad/face/config/qm_one_class_gmm.py
+++ b/bob/pad/face/config/qm_one_class_gmm.py
@@ -54,13 +54,15 @@ facial image, which is defined by ``RGB_OUTPUT_FLAG = True``.
#=======================================================================================
# define extractor:
-from ..extractor import VideoQualityMeasure
+from ..extractor import ImageQualityMeasure
+
+from bob.bio.video.extractor import Wrapper
GALBALLY = True
MSU = True
DTYPE = None
-extractor = VideoQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE)
+extractor = Wrapper(ImageQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE))
"""
In the feature extraction stage the Image Quality Measures are extracted from each frame of the preprocessed RGB video.
The features to be computed are introduced in the following papers: [WHJ15]_ and [CBVM16]_.
diff --git a/bob/pad/face/config/qm_one_class_svm_aggregated_db.py b/bob/pad/face/config/qm_one_class_svm_aggregated_db.py
index efebc10857c0bbb32bada822b84be4783804211a..1216d66bf9af9cf324c0b8cc0c947eb342a78ecf 100644
--- a/bob/pad/face/config/qm_one_class_svm_aggregated_db.py
+++ b/bob/pad/face/config/qm_one_class_svm_aggregated_db.py
@@ -56,13 +56,15 @@ facial image, which is defined by ``RGB_OUTPUT_FLAG = True``.
#=======================================================================================
# define extractor:
-from ..extractor import VideoQualityMeasure
+from ..extractor import ImageQualityMeasure
+
+from bob.bio.video.extractor import Wrapper
GALBALLY = True
MSU = True
DTYPE = None
-extractor = VideoQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE)
+extractor = Wrapper(ImageQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE))
"""
In the feature extraction stage the Image Quality Measures are extracted from each frame of the preprocessed RGB video.
The features to be computed are introduced in the following papers: [WHJ15]_ and [CBVM16]_.
diff --git a/bob/pad/face/config/qm_one_class_svm_cascade_aggregated_db.py b/bob/pad/face/config/qm_one_class_svm_cascade_aggregated_db.py
index 6b63e29df4a5adae7707ba4cdfedf7c0dec0ca10..7fcc6122020478a7828f70e357e37cd5fa1e082f 100644
--- a/bob/pad/face/config/qm_one_class_svm_cascade_aggregated_db.py
+++ b/bob/pad/face/config/qm_one_class_svm_cascade_aggregated_db.py
@@ -56,13 +56,15 @@ facial image, which is defined by ``RGB_OUTPUT_FLAG = True``.
#=======================================================================================
# define extractor:
-from ..extractor import VideoQualityMeasure
+from ..extractor import ImageQualityMeasure
+
+from bob.bio.video.extractor import Wrapper
GALBALLY = True
MSU = True
DTYPE = None
-extractor = VideoQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE)
+extractor = Wrapper(ImageQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE))
"""
In the feature extraction stage the Image Quality Measures are extracted from each frame of the preprocessed RGB video.
The features to be computed are introduced in the following papers: [WHJ15]_ and [CBVM16]_.
diff --git a/bob/pad/face/config/qm_svm.py b/bob/pad/face/config/qm_svm.py
index 609ab7def5380090b5678d889c136460bfc512df..961a413fdbbc294ac325b2d5a694af3689cfae48 100644
--- a/bob/pad/face/config/qm_svm.py
+++ b/bob/pad/face/config/qm_svm.py
@@ -54,13 +54,15 @@ facial image, which is defined by ``RGB_OUTPUT_FLAG = True``.
#=======================================================================================
# define extractor:
-from ..extractor import VideoQualityMeasure
+from ..extractor import ImageQualityMeasure
+
+from bob.bio.video.extractor import Wrapper
GALBALLY = True
MSU = True
DTYPE = None
-extractor = VideoQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE)
+extractor = Wrapper(ImageQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE))
"""
In the feature extraction stage the Image Quality Measures are extracted from each frame of the preprocessed RGB video.
The features to be computed are introduced in the following papers: [WHJ15]_ and [CBVM16]_.
diff --git a/bob/pad/face/config/qm_svm_aggregated_db.py b/bob/pad/face/config/qm_svm_aggregated_db.py
index 01199315fef2bfd97d80b70e40a26ab004de2042..481c50b85b7ec42eaf5a1e4f59999d48bd38f605 100644
--- a/bob/pad/face/config/qm_svm_aggregated_db.py
+++ b/bob/pad/face/config/qm_svm_aggregated_db.py
@@ -56,13 +56,15 @@ facial image, which is defined by ``RGB_OUTPUT_FLAG = True``.
#=======================================================================================
# define extractor:
-from ..extractor import VideoQualityMeasure
+from ..extractor import ImageQualityMeasure
+
+from bob.bio.video.extractor import Wrapper
GALBALLY = True
MSU = True
DTYPE = None
-extractor = VideoQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE)
+extractor = Wrapper(ImageQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE))
"""
In the feature extraction stage the Image Quality Measures are extracted from each frame of the preprocessed RGB video.
The features to be computed are introduced in the following papers: [WHJ15]_ and [CBVM16]_.
diff --git a/bob/pad/face/extractor/VideoLBPHistogram.py b/bob/pad/face/extractor/VideoLBPHistogram.py
deleted file mode 100644
index 7c2bb8f387268dbba9c413be5ca1d80da385dc56..0000000000000000000000000000000000000000
--- a/bob/pad/face/extractor/VideoLBPHistogram.py
+++ /dev/null
@@ -1,147 +0,0 @@
-#!/usr/bin/env python2
-# -*- coding: utf-8 -*-
-"""
-Created on Tue May 16 13:48:43 2017
-
-@author: Olegs Nikisins
-"""
-
-#==============================================================================
-# Import what is needed here:
-
-from bob.bio.base.extractor import Extractor
-
-from bob.pad.face.extractor import LBPHistogram
-
-import bob.bio.video
-
-#==============================================================================
-# Main body:
-
-
-class VideoLBPHistogram(Extractor, object):
- """
- This class is designed to extract LBP histograms for each frame in the input
- video sequence/container.
-
- **Parameters:**
-
- ``lbptype`` : :py:class:`str`
- The type of the LBP operator ("regular", "uniform" or "riu2").
- Default: uniform.
-
- ``elbptype`` : :py:class:`str`
- The type of extended version of LBP (regular if not extended version
- is used, otherwise transitional, direction_coded or modified).
- Default: regular.
-
- ``rad`` : :py:class:`float`
- The radius of the circle on which the points are taken (for circular
- LBP). Default: 1
-
- ``neighbors`` : :py:class:`int`
- The number of points around the central point on which LBP is
- computed. Possible options: (4, 8, 16). Default: 8.
-
- ``circ`` : :py:class:`bool`
- Set to True if circular LBP is needed. Default: False.
-
- ``dtype`` : numpy.dtype
- If specified in the constructor, the resulting features will have
- that type of data. Default: None.
- """
-
- #==========================================================================
- def __init__(self,
- lbptype='uniform',
- elbptype='regular',
- rad=1,
- neighbors=8,
- circ=False,
- dtype=None):
-
- super(VideoLBPHistogram, self).__init__(
- lbptype=lbptype,
- elbptype=elbptype,
- rad=rad,
- neighbors=neighbors,
- circ=circ,
- dtype=dtype)
-
- self.lbptype = lbptype
- self.elbptype = elbptype
- self.rad = rad
- self.neighbors = neighbors
- self.circ = circ
- self.dtype = dtype
-
- # extractor to process a single image/frame:
- extractor = LBPHistogram(
- lbptype=lbptype,
- elbptype=elbptype,
- rad=rad,
- neighbors=neighbors,
- circ=circ,
- dtype=dtype)
-
- # a wrapper allowing to apply above extractor to the whole video:
- self.video_extractor = bob.bio.video.extractor.Wrapper(extractor)
-
- #==========================================================================
- def __call__(self, frames):
- """
- Extracts LBP histogram for each frame in the input video sequence/container.s
-
- **Parameters:**
-
- ``frames`` : FrameContainer
- Video data stored in the FrameContainer, see ``bob.bio.video.utils.FrameContainer``
- for further details.
-
- **Returns:**
-
- ``lbp_histograms`` : FrameContainer
- LBP histograms for each frame stored in the FrameContainer.
- """
-
- lbp_histograms = self.video_extractor(frames=frames)
-
- return lbp_histograms
-
- #==========================================================================
- def write_feature(self, frames, file_name):
- """
- Writes the given data (that has been generated using the __call__ function of this class) to file.
- This method overwrites the write_data() method of the Extractor class.
-
- **Parameters:**
-
- ``frames`` :
- Data returned by the __call__ method of the class.
-
- ``file_name`` : :py:class:`str`
- Name of the file.
- """
-
- self.video_extractor.write_feature(frames, file_name)
-
- #==========================================================================
- def read_feature(self, file_name):
- """
- Reads the preprocessed data from file.
- This method overwrites the read_data() method of the Extractor class.
-
- **Parameters:**
-
- ``file_name`` : :py:class:`str`
- Name of the file.
-
- **Returns:**
-
- ``frames`` : :py:class:`bob.bio.video.FrameContainer`
- Frames stored in the frame container.
- """
-
- frames = self.video_extractor.read_feature(file_name)
-
- return frames
diff --git a/bob/pad/face/extractor/VideoQualityMeasure.py b/bob/pad/face/extractor/VideoQualityMeasure.py
deleted file mode 100644
index a48e05894ae2b8b0da4698e12b2a48faa4107dd2..0000000000000000000000000000000000000000
--- a/bob/pad/face/extractor/VideoQualityMeasure.py
+++ /dev/null
@@ -1,135 +0,0 @@
-#!/usr/bin/env python2
-# -*- coding: utf-8 -*-
-"""
-Created on Wed May 31 16:39:34 2017
-
-@author: Olegs Nikisins
-"""
-
-#==============================================================================
-# Import what is needed here:
-
-from bob.bio.base.extractor import Extractor
-
-from bob.pad.face.extractor import ImageQualityMeasure
-
-import bob.bio.video
-
-from bob.pad.face.extractor import VideoDataLoader
-
-import six
-
-#==============================================================================
-# Main body:
-
-
-class VideoQualityMeasure(Extractor, object):
- """
- This class is designed to extract Quality Measures for each frame in the
- input color video. For further documentation and description of features,
- see "bob.ip.qualitymeasure".
-
- **Parameters:**
-
- ``galbally`` : :py:class:`bool`
- If ``True``, galbally features will be added to the features.
- Default: ``True``.
-
- ``msu`` : :py:class:`bool`
- If ``True``, MSU features will be added to the features.
- Default: ``True``.
-
- ``dtype`` : numpy.dtype
- The data type of the resulting feature vector.
- Default: ``None``.
- """
-
- #==========================================================================
- def __init__(self, galbally=True, msu=True, dtype=None, **kwargs):
-
- super(VideoQualityMeasure, self).__init__(
- galbally=galbally, msu=msu, dtype=dtype)
-
- self.galbally = galbally
- self.msu = msu
- self.dtype = dtype
-
- # extractor to process a single image/frame:
- extractor = ImageQualityMeasure(
- galbally=galbally, msu=msu, dtype=dtype)
-
- # a wrapper allowing to apply above extractor to the whole video:
- self.video_extractor = bob.bio.video.extractor.Wrapper(extractor)
-
- #==========================================================================
- def __call__(self, frames):
- """
- Extract feature vectors containing Quality Measures for each frame
- in the input color video sequence/container. The resulting features
- will be saved to the FrameContainer too.
-
- **Parameters:**
-
- ``frames`` : FrameContainer or string.
- Video data stored in the FrameContainer,
- see ``bob.bio.video.utils.FrameContainer`` for further details.
- If string, the name of the file to load the video data from is
- defined in it. String is possible only when empty preprocessor is
- used. In this case video data is loaded directly from the database.
-
- **Returns:**
-
- ``quality_measures`` : FrameContainer
- Quality Measures for each frame stored in the FrameContainer.
- """
-
- if isinstance(frames, six.string_types): # if frames is a path(!)
-
- video_loader = VideoDataLoader()
-
- frames = video_loader(frames) # frames is now a FrameContainer
-
-
-# import ipdb; ipdb.set_trace()
-
- quality_measures = self.video_extractor(frames=frames)
-
- return quality_measures
-
- #==========================================================================
- def write_feature(self, frames, file_name):
- """
- Writes the given data (that has been generated using the __call__ function of this class) to file.
- This method overwrites the write_data() method of the Extractor class.
-
- **Parameters:**
-
- ``frames`` :
- Data returned by the __call__ method of the class.
-
- ``file_name`` : :py:class:`str`
- Name of the file.
- """
-
- self.video_extractor.write_feature(frames, file_name)
-
- #==========================================================================
- def read_feature(self, file_name):
- """
- Reads the preprocessed data from file.
- This method overwrites the read_data() method of the Extractor class.
-
- **Parameters:**
-
- ``file_name`` : :py:class:`str`
- Name of the file.
-
- **Returns:**
-
- ``frames`` : :py:class:`bob.bio.video.FrameContainer`
- Frames stored in the frame container.
- """
-
- frames = self.video_extractor.read_feature(file_name)
-
- return frames
diff --git a/bob/pad/face/extractor/__init__.py b/bob/pad/face/extractor/__init__.py
index b8da75a8a5ce823c348ffa176a4b958fbe6b4aa3..8ea9c9dbc1ff9b5eb7e1ccc9d726132a679cae39 100644
--- a/bob/pad/face/extractor/__init__.py
+++ b/bob/pad/face/extractor/__init__.py
@@ -1,8 +1,6 @@
from .LBPHistogram import LBPHistogram
-from .VideoLBPHistogram import VideoLBPHistogram
from .ImageQualityMeasure import ImageQualityMeasure
from .VideoDataLoader import VideoDataLoader
-from .VideoQualityMeasure import VideoQualityMeasure
from .FrameDiffFeatures import FrameDiffFeatures
@@ -26,9 +24,7 @@ def __appropriate__(*args):
__appropriate__(
LBPHistogram,
- VideoLBPHistogram,
ImageQualityMeasure,
- VideoQualityMeasure,
VideoDataLoader,
FrameDiffFeatures,
)
diff --git a/bob/pad/face/test/test.py b/bob/pad/face/test/test.py
index c66dadd51834b44d3be17ba5df515d6a01ef59dd..5693bb7fa89f2f775de938ee60d79d78fadf93f7 100644
--- a/bob/pad/face/test/test.py
+++ b/bob/pad/face/test/test.py
@@ -26,9 +26,9 @@ from ..preprocessor import FrameDifference
from ..extractor import FrameDiffFeatures
-from ..extractor import VideoLBPHistogram
+from ..extractor import LBPHistogram
-from ..extractor import VideoQualityMeasure
+from ..extractor import ImageQualityMeasure
from ..utils import face_detection_utils
@@ -307,7 +307,7 @@ def test_frame_diff_features():
#==============================================================================
def test_video_lbp_histogram():
"""
- Test VideoLBPHistogram extractor.
+ Test LBPHistogram with Wrapper extractor.
"""
image = load(datafile('test_image.png', 'bob.pad.face.test'))
@@ -349,13 +349,13 @@ def test_video_lbp_histogram():
CIRC = False
DTYPE = None
- extractor = VideoLBPHistogram(
+ extractor = bob.bio.video.extractor.Wrapper(LBPHistogram(
lbptype=LBPTYPE,
elbptype=ELBPTYPE,
rad=RAD,
neighbors=NEIGHBORS,
circ=CIRC,
- dtype=DTYPE)
+ dtype=DTYPE))
lbp_histograms = extractor(faces)
@@ -369,7 +369,7 @@ def test_video_lbp_histogram():
#==============================================================================
def test_video_quality_measure():
"""
- Test VideoQualityMeasure extractor.
+ Test ImageQualityMeasure with Wrapper extractor.
"""
image = load(datafile('test_image.png', 'bob.pad.face.test'))
@@ -381,7 +381,7 @@ def test_video_quality_measure():
MSU = True
DTYPE = None
- extractor = VideoQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE)
+ extractor = bob.bio.video.extractor.Wrapper(ImageQualityMeasure(galbally=GALBALLY, msu=MSU, dtype=DTYPE))
features = extractor(video)