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Commit c32d6518 authored by Olegs NIKISINS's avatar Olegs NIKISINS
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Merge branch 'dev_branch' into 'master' 

Removed temp stuff from setup.py, cleaning of sparse coding algorithms

See merge request !17
parents 8918becd eb9c26f7
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1 merge request!17Removed temp stuff from setup.py, cleaning of sparse coding algorithms
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MANIFEST.in
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include README.rst bootstrap-buildout.py buildout.cfg COPYING version.txt requirements.txt include README.rst bootstrap-buildout.py buildout.cfg COPYING version.txt requirements.txt
recursive-include bob/pad/face/lists *.* recursive-include bob/pad/face/lists *.*
recursive-include bob/pad/face/config/preprocessor/dictionaries *.hdf5
recursive-include doc *.py *.rst *.ico *.png recursive-include doc *.py *.rst *.ico *.png
recursive-include bob/pad/face/test/data *.hdf5 *.png recursive-include bob/pad/face/test/data *.hdf5 *.png
bob/pad/face/config/extractor/video_hist_of_sparse_codes.py deleted 100644 → 0
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#!/usr/bin/env python
from bob.pad.face.extractor import VideoHistOfSparseCodes
#=======================================================================================
# Define instances here:
METHOD = "mean"
extractor_mean = VideoHistOfSparseCodes(method = METHOD)
METHOD = "hist"
extractor_hist = VideoHistOfSparseCodes(method = METHOD)
bob/pad/face/config/preprocessor/dictionaries/dictionary_front_10_5_128.hdf5 0 → 100644
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bob/pad/face/config/preprocessor/dictionaries/dictionary_hor_10_5_128.hdf5 0 → 100644
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bob/pad/face/config/preprocessor/dictionaries/dictionary_vert_10_5_128.hdf5 0 → 100644
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bob/pad/face/config/preprocessor/video_sparse_coding.py
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...@@ -2,7 +2,6 @@ ...@@ -2,7 +2,6 @@
from bob.pad.face.preprocessor import VideoSparseCoding from bob.pad.face.preprocessor import VideoSparseCoding
#======================================================================================= #=======================================================================================
# Define instances here: # Define instances here:
...@@ -10,116 +9,19 @@ BLOCK_SIZE = 5 ...@@ -10,116 +9,19 @@ BLOCK_SIZE = 5
BLOCK_LENGTH = 10 BLOCK_LENGTH = 10
MIN_FACE_SIZE = 50 MIN_FACE_SIZE = 50
NORM_FACE_SIZE = 64 NORM_FACE_SIZE = 64
DICTIONARY_FILE_NAMES = ["/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_front.hdf5", DICTIONARY_FILE_NAMES = ["./dictionaries/dictionary_front_10_5_128.hdf5",
"/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_hor.hdf5", "./dictionaries/dictionary_hor_10_5_128.hdf5",
"/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_vert.hdf5"] "./dictionaries/dictionary_vert_10_5_128.hdf5"]
FRAME_STEP = 10
preprocessor = VideoSparseCoding(gblock_size = BLOCK_SIZE,
block_length = BLOCK_LENGTH,
min_face_size = MIN_FACE_SIZE,
norm_face_size = NORM_FACE_SIZE,
dictionary_file_names = DICTIONARY_FILE_NAMES,
frame_step = FRAME_STEP)
#=======================================================================================
BLOCK_SIZE = 5
BLOCK_LENGTH = 10
MIN_FACE_SIZE = 50
NORM_FACE_SIZE = 64
DICTIONARY_FILE_NAMES = ["/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_front_10_5_16.hdf5",
"/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_hor_10_5_16.hdf5",
"/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_vert_10_5_16.hdf5"]
FRAME_STEP = 2
EXTRACT_HISTOGRAMS_FLAG = True
preprocessor_10_5_16 = VideoSparseCoding(gblock_size = BLOCK_SIZE,
block_length = BLOCK_LENGTH,
min_face_size = MIN_FACE_SIZE,
norm_face_size = NORM_FACE_SIZE,
dictionary_file_names = DICTIONARY_FILE_NAMES,
frame_step = FRAME_STEP,
extract_histograms_flag = EXTRACT_HISTOGRAMS_FLAG)
BLOCK_SIZE = 5
BLOCK_LENGTH = 10
MIN_FACE_SIZE = 50
NORM_FACE_SIZE = 64
DICTIONARY_FILE_NAMES = ["/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_front_10_5_32.hdf5",
"/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_hor_10_5_32.hdf5",
"/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_vert_10_5_32.hdf5"]
FRAME_STEP = 2
EXTRACT_HISTOGRAMS_FLAG = True
preprocessor_10_5_32 = VideoSparseCoding(gblock_size = BLOCK_SIZE,
block_length = BLOCK_LENGTH,
min_face_size = MIN_FACE_SIZE,
norm_face_size = NORM_FACE_SIZE,
dictionary_file_names = DICTIONARY_FILE_NAMES,
frame_step = FRAME_STEP,
extract_histograms_flag = EXTRACT_HISTOGRAMS_FLAG)
BLOCK_SIZE = 5
BLOCK_LENGTH = 10
MIN_FACE_SIZE = 50
NORM_FACE_SIZE = 64
DICTIONARY_FILE_NAMES = ["/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_front_10_5_64.hdf5",
"/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_hor_10_5_64.hdf5",
"/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_vert_10_5_64.hdf5"]
FRAME_STEP = 2
EXTRACT_HISTOGRAMS_FLAG = True
preprocessor_10_5_64 = VideoSparseCoding(gblock_size = BLOCK_SIZE,
block_length = BLOCK_LENGTH,
min_face_size = MIN_FACE_SIZE,
norm_face_size = NORM_FACE_SIZE,
dictionary_file_names = DICTIONARY_FILE_NAMES,
frame_step = FRAME_STEP,
extract_histograms_flag = EXTRACT_HISTOGRAMS_FLAG)
BLOCK_SIZE = 5
BLOCK_LENGTH = 10
MIN_FACE_SIZE = 50
NORM_FACE_SIZE = 64
DICTIONARY_FILE_NAMES = ["/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_front_10_5_128.hdf5",
"/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_hor_10_5_128.hdf5",
"/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_vert_10_5_128.hdf5"]
FRAME_STEP = 2
EXTRACT_HISTOGRAMS_FLAG = True
preprocessor_10_5_128 = VideoSparseCoding(gblock_size = BLOCK_SIZE,
block_length = BLOCK_LENGTH,
min_face_size = MIN_FACE_SIZE,
norm_face_size = NORM_FACE_SIZE,
dictionary_file_names = DICTIONARY_FILE_NAMES,
frame_step = FRAME_STEP,
extract_histograms_flag = EXTRACT_HISTOGRAMS_FLAG)
#=======================================================================================
BLOCK_SIZE = 5
BLOCK_LENGTH = 10
MIN_FACE_SIZE = 50
NORM_FACE_SIZE = 64
DICTIONARY_FILE_NAMES = ["/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_front_10_5_64.hdf5",
"/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_hor_10_5_64.hdf5",
"/idiap/user/onikisins/Projects/ODIN/Python/scripts/test_scripts/data/dictionary_vert_10_5_64.hdf5"]
FRAME_STEP = 50 # (!) a small number of feature vectors will be computed FRAME_STEP = 50 # (!) a small number of feature vectors will be computed
EXTRACT_HISTOGRAMS_FLAG = True EXTRACT_HISTOGRAMS_FLAG = True
COMP_RECONSTRUCT_ERR_FLAG = True COMP_RECONSTRUCT_ERR_FLAG = False
preprocessor_10_5_64_rec_err = VideoSparseCoding(gblock_size = BLOCK_SIZE,
block_length = BLOCK_LENGTH,
min_face_size = MIN_FACE_SIZE,
norm_face_size = NORM_FACE_SIZE,
dictionary_file_names = DICTIONARY_FILE_NAMES,
frame_step = FRAME_STEP,
extract_histograms_flag = EXTRACT_HISTOGRAMS_FLAG,
comp_reconstruct_err_flag = COMP_RECONSTRUCT_ERR_FLAG)
preprocessor_10_5_128 = VideoSparseCoding(gblock_size = BLOCK_SIZE,
block_length = BLOCK_LENGTH,
min_face_size = MIN_FACE_SIZE,
norm_face_size = NORM_FACE_SIZE,
dictionary_file_names = DICTIONARY_FILE_NAMES,
frame_step = FRAME_STEP,
extract_histograms_flag = EXTRACT_HISTOGRAMS_FLAG,
comp_reconstruct_err_flag = COMP_RECONSTRUCT_ERR_FLAG)
\ No newline at end of file
bob/pad/face/extractor/VideoHistOfSparseCodes.py deleted 100644 → 0
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#!/usr/bin/env python2
# -*- coding: utf-8 -*-
"""
Created on Wed Sep 27 11:33:45 2017
@author: Olegs Nikisins
"""
#==============================================================================
# Import what is needed here:
from bob.bio.base.extractor import Extractor
import numpy as np
import bob.bio.video
from bob.pad.face.extractor import ImageQualityMeasure
#==============================================================================
# Main body:
class VideoHistOfSparseCodes(Extractor, object):
"""
This class is designed to extract histograms of sparse codes.
**Parameters:**
``method`` : :py:class:`str`
A method to use in the histogram computation. Two options are available:
"mean" and "hist". Default: "mean".
"""
#==========================================================================
def __init__(self,
method = "mean"):
super(VideoHistOfSparseCodes, self).__init__(method = method)
self.method = method
# extractor to process a single image/frame:
extractor = ImageQualityMeasure()
# This extractor is used only to write and read the feature vectors.
self.video_extractor = bob.bio.video.extractor.Wrapper(extractor)
#==========================================================================
def comp_hist_of_sparse_codes(self, frames, method):
"""
Compute the histograms of sparse codes.
"""
histograms = []
for frame_data in frames:
frame = frame_data[1]
if method == "mean":
frame_codes = np.mean(frame, axis=1)
if method == "hist":
frame_codes = np.mean(frame!=0, axis=1)
for idx, row in enumerate(frame_codes):
frame_codes[idx,:] = row/np.sum(row)
hist = frame_codes.flatten()
histograms.append(hist)
return histograms
#==========================================================================
def convert_sparse_codes_to_frame_container(self, list_of_arrays):
"""
Convert an input list of arrays into Frame Container.
**Parameters:**
``list_of_arrays`` : [:py:class:`numpy.ndarray`]
A list of arrays.
**Returns:**
``frame_container`` : FrameContainer
FrameContainer containing the feature vectors.
"""
frame_container = bob.bio.video.FrameContainer() # initialize the FrameContainer
for idx, item in enumerate(list_of_arrays):
frame_container.add(idx, item) # add frame to FrameContainer
return frame_container
#==========================================================================
def reduce_features_number(self, list_of_arrays):
"""
Reduce the number of features.
"""
return_list = []
for item in list_of_arrays:
return_list.append( item[1][32:] )
return return_list
#==========================================================================
def select_reconstruction_vector(self, frames, sorted_flag):
"""
Select either sorted or non-sorted reconstruction errors.
"""
return_list = []
if sorted_flag:
for item in frames:
return_list.append( item[1][1,:] )
else:
for item in frames:
return_list.append( item[1][0,:] )
# return_list = []
#
# for item in frames:
#
# return_list.append( np.max(item[1], axis=1) )
return return_list
#==========================================================================
def __call__(self, frames):
"""
Extract feature vectors.
**Parameters:**
``frames`` : FrameContainer or string.
Data stored in the FrameContainer,
see ``bob.bio.video.utils.FrameContainer`` for further details.
**Returns:**
``frame_container`` : FrameContainer
Histograms of sparse codes stored in the FrameContainer.
"""
# histograms = self.comp_hist_of_sparse_codes(frames, self.method)
# histograms = self.reduce_features_number(frames)
sorted_flag = False
list_of_error_vecs = self.select_reconstruction_vector(frames, sorted_flag)
frame_container = self.convert_sparse_codes_to_frame_container(list_of_error_vecs)
return frame_container
#==========================================================================
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
bob/pad/face/extractor/__init__.py
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...@@ -4,7 +4,7 @@ from .ImageQualityMeasure import ImageQualityMeasure ...@@ -4,7 +4,7 @@ from .ImageQualityMeasure import ImageQualityMeasure
from .VideoDataLoader import VideoDataLoader from .VideoDataLoader import VideoDataLoader
from .VideoQualityMeasure import VideoQualityMeasure from .VideoQualityMeasure import VideoQualityMeasure
from .FrameDiffFeatures import FrameDiffFeatures from .FrameDiffFeatures import FrameDiffFeatures
from .VideoHistOfSparseCodes import VideoHistOfSparseCodes
def __appropriate__(*args): def __appropriate__(*args):
"""Says object was actually declared here, and not in the import module. """Says object was actually declared here, and not in the import module.
...@@ -31,6 +31,5 @@ __appropriate__( ...@@ -31,6 +31,5 @@ __appropriate__(
VideoQualityMeasure, VideoQualityMeasure,
VideoDataLoader, VideoDataLoader,
FrameDiffFeatures, FrameDiffFeatures,
VideoHistOfSparseCodes,
) )
__all__ = [_ for _ in dir() if not _.startswith('_')] __all__ = [_ for _ in dir() if not _.startswith('_')]
setup.py
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...@@ -103,14 +103,6 @@ setup( ...@@ -103,14 +103,6 @@ setup(
# registered preprocessors: # registered preprocessors:
'bob.pad.preprocessor': [ 'bob.pad.preprocessor': [
'empty-preprocessor = bob.pad.face.config.preprocessor.filename:empty_preprocessor', # no preprocessing 'empty-preprocessor = bob.pad.face.config.preprocessor.filename:empty_preprocessor', # no preprocessing
# The sparse coding based preprocessors
'sparse-coding-preprocessor = bob.pad.face.config.preprocessor.video_sparse_coding:preprocessor',
'sparse-coding-preprocessor-10-5-16 = bob.pad.face.config.preprocessor.video_sparse_coding:preprocessor_10_5_16',
'sparse-coding-preprocessor-10-5-32 = bob.pad.face.config.preprocessor.video_sparse_coding:preprocessor_10_5_32',
'sparse-coding-preprocessor-10-5-64 = bob.pad.face.config.preprocessor.video_sparse_coding:preprocessor_10_5_64',
'sparse-coding-preprocessor-10-5-128 = bob.pad.face.config.preprocessor.video_sparse_coding:preprocessor_10_5_128',
'sparse-coding-preprocessor-10-5-64-rec-err = bob.pad.face.config.preprocessor.video_sparse_coding:preprocessor_10_5_64_rec_err',
], ],
# registered extractors: # registered extractors:
...@@ -118,10 +110,6 @@ setup( ...@@ -118,10 +110,6 @@ setup(
'video-lbp-histogram-extractor-n8r1-uniform = bob.pad.face.config.extractor.video_lbp_histogram:video_lbp_histogram_extractor_n8r1_uniform', 'video-lbp-histogram-extractor-n8r1-uniform = bob.pad.face.config.extractor.video_lbp_histogram:video_lbp_histogram_extractor_n8r1_uniform',
'video-quality-measure-galbally-msu = bob.pad.face.config.extractor.video_quality_measure:video_quality_measure_galbally_msu', 'video-quality-measure-galbally-msu = bob.pad.face.config.extractor.video_quality_measure:video_quality_measure_galbally_msu',
'frame-diff-feat-extr-w20-over0 = bob.pad.face.config.extractor.frame_diff_features:frame_diff_feat_extr_w20_over0', 'frame-diff-feat-extr-w20-over0 = bob.pad.face.config.extractor.frame_diff_features:frame_diff_feat_extr_w20_over0',
# extractors for sparse coding:
'hist-of-sparse-codes-mean = bob.pad.face.config.extractor.video_hist_of_sparse_codes:extractor_mean',
'hist-of-sparse-codes-hist = bob.pad.face.config.extractor.video_hist_of_sparse_codes:extractor_hist',
], ],
# registered algorithms: # registered algorithms:
...@@ -129,66 +117,6 @@ setup( ...@@ -129,66 +117,6 @@ setup(
'video-svm-pad-algorithm-10k-grid-mean-std = bob.pad.face.config.algorithm.video_svm_pad_algorithm:video_svm_pad_algorithm_10k_grid_mean_std', 'video-svm-pad-algorithm-10k-grid-mean-std = bob.pad.face.config.algorithm.video_svm_pad_algorithm:video_svm_pad_algorithm_10k_grid_mean_std',
'video-svm-pad-algorithm-10k-grid-mean-std-frame-level = bob.pad.face.config.algorithm.video_svm_pad_algorithm:video_svm_pad_algorithm_10k_grid_mean_std_frame_level', 'video-svm-pad-algorithm-10k-grid-mean-std-frame-level = bob.pad.face.config.algorithm.video_svm_pad_algorithm:video_svm_pad_algorithm_10k_grid_mean_std_frame_level',
'video-svm-pad-algorithm-default-svm-param-mean-std-frame-level = bob.pad.face.config.algorithm.video_svm_pad_algorithm:video_svm_pad_algorithm_default_svm_param_mean_std_frame_level', 'video-svm-pad-algorithm-default-svm-param-mean-std-frame-level = bob.pad.face.config.algorithm.video_svm_pad_algorithm:video_svm_pad_algorithm_default_svm_param_mean_std_frame_level',
# for grid search experiments with cascade of SVMs N = 2
'algorithm-n2-gamma-02 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n2_gamma_02',
'algorithm-n2-gamma-01 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n2_gamma_01',
'algorithm-n2-gamma-005 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n2_gamma_005',
'algorithm-n2-gamma-001 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n2_gamma_001',
'algorithm-n2-gamma-01-video-level = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n2_gamma_01_video_level',
'algorithm-n2-two-class-svm-c1-gamma-001 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n2_two_class_svm_c1_gamma_001',
# for grid search experiments with cascade of SVMs N = 10
'algorithm-n10-gamma-01 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n10_gamma_01',
'algorithm-n10-gamma-005 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n10_gamma_005',
'algorithm-n10-gamma-001 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n10_gamma_001',
'algorithm-n10-gamma-0005 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n10_gamma_0005',
# for grid search experiments with cascade of SVMs N = 20
'algorithm-n20-gamma-05 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n20_gamma_05',
'algorithm-n20-gamma-02 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n20_gamma_02',
'algorithm-n20-gamma-01 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n20_gamma_01',
'algorithm-n20-gamma-005 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n20_gamma_005',
'algorithm-n20-gamma-001 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n20_gamma_001',
'algorithm-n20-gamma-0005 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n20_gamma_0005',
'algorithm-n20-gamma-0001 = bob.pad.face.config.algorithm.video_cascade_svm_pad_algorithm:algorithm_n20_gamma_0001',
# for grid search experiments using GMM
'algorithm-gmm-2 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_2',
'algorithm-gmm-3 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_3',
'algorithm-gmm-4 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_4',
'algorithm-gmm-5 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_5',
'algorithm-gmm-6 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_6',
'algorithm-gmm-7 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_7',
'algorithm-gmm-8 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_8',
'algorithm-gmm-9 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_9',
'algorithm-gmm-10 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_10',
'algorithm-gmm-12 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_12',
'algorithm-gmm-14 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_14',
'algorithm-gmm-16 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_16',
'algorithm-gmm-18 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_18',
'algorithm-gmm-20 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_20',
'algorithm-gmm-25 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_25',
'algorithm-gmm-30 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_30',
'algorithm-gmm-35 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_35',
'algorithm-gmm-40 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_40',
'algorithm-gmm-45 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_45',
'algorithm-gmm-50 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_50',
'algorithm-gmm-60 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_60',
'algorithm-gmm-70 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_70',
'algorithm-gmm-80 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_80',
'algorithm-gmm-90 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_90',
'algorithm-gmm-100 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_100',
'algorithm-gmm-50-0 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_50_0',
'algorithm-gmm-50-1 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_50_1',
'algorithm-gmm-50-2 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_50_2',
'algorithm-gmm-50-3 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_50_3',
'algorithm-gmm-50-4 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_50_4',
'algorithm-gmm-50-5 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_50_5',
'algorithm-gmm-50-6 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_50_6',
'algorithm-gmm-50-7 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_50_7',
'algorithm-gmm-50-8 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_50_8',
'algorithm-gmm-50-9 = bob.pad.face.config.algorithm.video_gmm_pad_algorithm:algorithm_gmm_50_9',
], ],
# registered grid configurations: # registered grid configurations:
......
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