added an option to allow jumping beads to considered as part of the granular media surface
-> grasslooper v1.1 fixes #1
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@ -9,7 +9,8 @@ import argparse
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from improtools.imageprocessing import ImageProcessDebugger, IMovieProcessListener, NullMovieProcessListener, MovieProcessDebugger
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from improtools.imageprocessing import ImageProcessDebugger, IMovieProcessListener, NullMovieProcessListener, MovieProcessDebugger
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from typing import Dict, Tuple
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from typing import Dict, Tuple
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GRASSLOPER_VERSION = '1.0'
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GRASSLOPER_VERSION = '1.1'
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def create_slope_image(image_width: int, image_height: int, p1_angle: float, p1_radius: float, bg_color: float = 0.0, fg_color: float = 1.0):
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def create_slope_image(image_width: int, image_height: int, p1_angle: float, p1_radius: float, bg_color: float = 0.0, fg_color: float = 1.0):
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"""
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"""
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@ -91,8 +92,9 @@ def hdf5_to_trac_data(hdf5_file_path: Path):
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class SlopeFinder():
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class SlopeFinder():
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def __init__(self, beads_radius: float):
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def __init__(self, beads_radius: float, exclude_jumping_beads: bool):
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self.beads_radius = beads_radius
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self.beads_radius = beads_radius
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self.exclude_jumping_beads = exclude_jumping_beads
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def find_slope(self, trac_data: TracData, frame_index: int, mo_pro_listener: IMovieProcessListener = NullMovieProcessListener()):
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def find_slope(self, trac_data: TracData, frame_index: int, mo_pro_listener: IMovieProcessListener = NullMovieProcessListener()):
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isbead_image = SlopeFinder.create_isbead_image(trac_data, frame_index, self.beads_radius)
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isbead_image = SlopeFinder.create_isbead_image(trac_data, frame_index, self.beads_radius)
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@ -116,9 +118,13 @@ class SlopeFinder():
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mo_pro_listener.onImage(labels_image, 'labels')
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mo_pro_listener.onImage(labels_image, 'labels')
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is_non_jumping_bead_image = np.zeros(shape=labels_image.shape, dtype=np.uint8)
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is_non_jumping_bead_image = np.zeros(shape=labels_image.shape, dtype=np.uint8)
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bead_area = math.pi * self.beads_radius * self.beads_radius
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bead_area = math.pi * self.beads_radius * self.beads_radius
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min_area = bead_area * 1.1 if self.exclude_jumping_beads else 0.0
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# print(f'self.exclude_jumping_beads = {self.exclude_jumping_beads}')
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# print(f'min_area = {min_area}')
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for label in range(1, num_labels): # ignore the first label, as it's the background
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for label in range(1, num_labels): # ignore the first label, as it's the background
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area = stats[label][4]
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area = stats[label][4]
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if area > bead_area * 1.1:
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# print(f'area = {area}')
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if area > min_area:
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is_non_jumping_bead_image[labels_image == label] = 255
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is_non_jumping_bead_image[labels_image == label] = 255
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mo_pro_listener.onImage(is_non_jumping_bead_image, 'non_jumping_beads')
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mo_pro_listener.onImage(is_non_jumping_bead_image, 'non_jumping_beads')
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@ -127,7 +133,7 @@ class SlopeFinder():
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surface_y.fill(is_non_jumping_bead_image.shape[0])
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surface_y.fill(is_non_jumping_bead_image.shape[0])
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contours, hierarchy = cv2.findContours(is_non_jumping_bead_image, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE)
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contours, hierarchy = cv2.findContours(is_non_jumping_bead_image, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE)
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# print('num contours: ', len(contours))
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# print('num contours: ', len(contours))
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assert(len(contours) == 1)
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assert len(contours) >= 1
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contour = contours[0]
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contour = contours[0]
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for point in contour:
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for point in contour:
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x, y = point[0]
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x, y = point[0]
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@ -180,8 +186,8 @@ def save_results(results_file_path: Path, fitted_lines: Dict[int, scipy.stats._s
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stderr_array[frame_index] = fitted_line.stderr
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stderr_array[frame_index] = fitted_line.stderr
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intercept_stderr_array[frame_index] = fitted_line.intercept_stderr
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intercept_stderr_array[frame_index] = fitted_line.intercept_stderr
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f = h5py.File(results_file_path,'w')
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f = h5py.File(results_file_path, 'w')
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f.attrs['version']='HDF5 file made with grassloper v %s' % GRASSLOPER_VERSION
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f.attrs['version'] = 'HDF5 file made with grassloper v %s' % GRASSLOPER_VERSION
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f.attrs['date'] = time.strftime("%d/%m/%Y")
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f.attrs['date'] = time.strftime("%d/%m/%Y")
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f.attrs['input_file'] = str(input_file_path)
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f.attrs['input_file'] = str(input_file_path)
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f.attrs['num_frames'] = num_frames
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f.attrs['num_frames'] = num_frames
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@ -194,12 +200,24 @@ def save_results(results_file_path: Path, fitted_lines: Dict[int, scipy.stats._s
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f.close()
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f.close()
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def str2bool(v):
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if isinstance(v, bool):
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return v
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if v.lower() in ('yes', 'true', 't', 'y', '1'):
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return True
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elif v.lower() in ('no', 'false', 'f', 'n', '0'):
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return False
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else:
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raise argparse.ArgumentTypeError('Boolean value expected.')
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def main():
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def main():
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parser = argparse.ArgumentParser('grassloper', description='estimates the slope of granular surface', epilog='example: \n\tgrassloper --part-pos-file=./grassloper.git/samples/TracTrac/sample002_track.hdf5 --particle-radius=11.0 --debug-dir=\'./improdebug\' --results-file ./grassloper.git/samples/TracTrac/sample002_track_slopes.hdf5')
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parser = argparse.ArgumentParser('grassloper', description='estimates the slope of granular surface', epilog='example: \n\tgrassloper --part-pos-file=./grassloper.git/samples/TracTrac/sample002_track.hdf5 --particle-radius=11.0 --exclude-jumping-beads=true --debug-dir=\'./improdebug\' --results-file ./grassloper.git/samples/TracTrac/sample002_track_slopes.hdf5')
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parser.add_argument('--part-pos-file', type=Path, default=None, required=True, help='the input file containing the particle positions')
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parser.add_argument('--part-pos-file', type=Path, default=None, required=True, help='the input file containing the particle positions')
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parser.add_argument('--results-file', type=Path, default=None, required=True, help='the output file containing for each frame one line fitting the granular surface (hdf5 file format)')
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parser.add_argument('--results-file', type=Path, default=None, required=True, help='the output file containing for each frame one line fitting the granular surface (hdf5 file format)')
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parser.add_argument('--part-pos-file-format', type=str, choices=['tractrac-hdf5'], default='tractrac-hdf5', help='the file format of the input file that contains particle positions')
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parser.add_argument('--part-pos-file-format', type=str, choices=['tractrac-hdf5'], default='tractrac-hdf5', help='the file format of the input file that contains particle positions')
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parser.add_argument('--particle-radius', type=float, required=True, help='the radius of the particles in pixels (make sure that the radius is big enough to unsure that neighbouring particles touch each other)', default=11)
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parser.add_argument('--particle-radius', type=float, required=True, help='the radius of the particles in pixels (make sure that the radius is big enough to unsure that neighbouring particles touch each other)', default=11)
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parser.add_argument('--exclude-jumping-beads', type=str2bool, default=True, required=True, help='if true, the isolated beads (supposedly because they are jumping) are not considered as being part of the granular media surface')
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parser.add_argument('--debug-dir', type=Path, default=None, help='where to store image processing debug files')
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parser.add_argument('--debug-dir', type=Path, default=None, help='where to store image processing debug files')
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args = parser.parse_args()
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args = parser.parse_args()
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# python3 ./tractrac.git/Python/tractrac.py -f ./grassloper.git/samples/sample002.avi --output 1 -a --saveplot
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# python3 ./tractrac.git/Python/tractrac.py -f ./grassloper.git/samples/sample002.avi --output 1 -a --saveplot
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@ -208,13 +226,13 @@ def main():
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else:
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else:
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mo_pro_listener = NullMovieProcessListener()
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mo_pro_listener = NullMovieProcessListener()
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trac_data = hdf5_to_trac_data(args.part_pos_file)
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trac_data = hdf5_to_trac_data(args.part_pos_file)
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slope_finder = SlopeFinder(beads_radius=args.particle_radius)
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slope_finder = SlopeFinder(beads_radius=args.particle_radius, exclude_jumping_beads=args.exclude_jumping_beads)
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print(trac_data.num_frames)
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print(f'number of frames: {trac_data.num_frames}')
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fitted_lines = {}
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fitted_lines = {}
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for frame_index in range(1, trac_data.num_frames + 1):
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for frame_index in range(1, trac_data.num_frames + 1):
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mo_pro_listener.onImageProcessingStart()
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mo_pro_listener.onImageProcessingStart()
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line = slope_finder.find_slope(trac_data, frame_index=frame_index, mo_pro_listener=mo_pro_listener)
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line = slope_finder.find_slope(trac_data, frame_index=frame_index, mo_pro_listener=mo_pro_listener)
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print('frame %d: %s' % (frame_index, str(line)))
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print(f'frame {frame_index}: {str(line)}')
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fitted_lines[frame_index] = line
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fitted_lines[frame_index] = line
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mo_pro_listener.onImageProcessingEnd()
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mo_pro_listener.onImageProcessingEnd()
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9
setup.py
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setup.py
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@ -1,8 +1,11 @@
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import setuptools
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from setuptools import setup
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setuptools.setup(
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setup(
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name="grassloper",
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name="grassloper",
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version="1.0",
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description="a tool to estimate the slope of a granular surface",
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version="1.1",
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author='Guillaume Raffy',
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author_email='guillaume.raffy@univ-rennes.fr',
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packages=['grassloper'],
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packages=['grassloper'],
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install_requires=['improtools(>=1.0)', 'numpy', 'opencv-python', 'scipy', 'h5py'],
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install_requires=['improtools(>=1.0)', 'numpy', 'opencv-python', 'scipy', 'h5py'],
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entry_points={
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entry_points={
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