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Merge pull request #15 from ofgulban/master
Additional flags used to deface 7T data
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#!/usr/bin/env python | ||
"""Defacing utility for MRI images.""" | ||
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# Copyright 2011, Russell Poldrack. All rights reserved. | ||
# | ||
# Redistribution and use in source and binary forms, with or without | ||
# modification, are permitted provided that the following conditions are met: | ||
# 1. Redistributions of source code must retain the above copyright notice, | ||
# this list of conditions and the following disclaimer. | ||
# 2. Redistributions in binary form must reproduce the above copyright | ||
# notice, this list of conditions and the following disclaimer in the | ||
# documentation and/or other materials provided with the distribution. | ||
# | ||
# THIS SOFTWARE IS PROVIDED BY RUSSELL POLDRACK ``AS IS'' AND ANY EXPRESS OR | ||
# IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF | ||
# MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO | ||
# EVENT SHALL RUSSELL POLDRACK OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, | ||
# INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES | ||
# (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; | ||
# LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND | ||
# ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT | ||
# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS | ||
# SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | ||
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import argparse | ||
import os | ||
import tempfile | ||
from nipype.interfaces import fsl | ||
from nibabel import load, Nifti1Image | ||
from pkg_resources import require | ||
from pydeface.utils import initial_checks, output_checks | ||
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def main(): | ||
"""Command line call argument parsing.""" | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument( | ||
'infile', metavar='path', | ||
help="Path to input nifti.") | ||
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parser.add_argument( | ||
"--outfile", metavar='path', required=False, | ||
help="If not provided adds '_defaced' suffix.") | ||
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parser.add_argument( | ||
"--force", action='store_true', | ||
help="Force to rewrite the output even if it exists.") | ||
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parser.add_argument( | ||
'--applyto', nargs='+', required=False, metavar='', | ||
help="Apply the created face mask to other images. Can take multiple " | ||
"arguments.") | ||
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parser.add_argument( | ||
"--cost", metavar='mutualinfo', required=False, default='mutualinfo', | ||
help="FSL-FLIRT cost function. Default is 'mutualinfo'.") | ||
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parser.add_argument( | ||
"--template", metavar='path', required=False, | ||
help=("Optional template image that will be used as the registration " | ||
"target instead of the default.")) | ||
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parser.add_argument( | ||
"--facemask", metavar='path', required=False, | ||
help="Optional face mask image that will be used instead of the " | ||
"default.") | ||
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parser.add_argument( | ||
"--nocleanup", action='store_true', | ||
help="Do not cleanup temporary files. Off by default.") | ||
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parser.add_argument( | ||
"--verbose", action='store_true', | ||
help="Show additional status prints. Off by default.") | ||
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welcome_str = 'pydeface ' + require("pydeface")[0].version | ||
welcome_decor = '-' * len(welcome_str) | ||
print(welcome_decor + '\n' + welcome_str + '\n' + welcome_decor) | ||
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args = parser.parse_args() | ||
template, facemask = initial_checks(args.template, args.facemask) | ||
infile = args.infile | ||
outfile = output_checks(infile, args.outfile, args.force) | ||
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# temporary files | ||
_, tmpmat = tempfile.mkstemp() | ||
tmpmat = tmpmat + '.mat' | ||
_, tmpfile = tempfile.mkstemp() | ||
tmpfile = tmpfile + '.nii.gz' | ||
if args.verbose: | ||
print("Temporary files:\n %s\n %s" % (tmpmat, tmpfile)) | ||
_, tmpfile2 = tempfile.mkstemp() | ||
_, tmpmat2 = tempfile.mkstemp() | ||
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print('Defacing...\n %s' % args.infile) | ||
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# register template to infile | ||
flirt = fsl.FLIRT() | ||
flirt.inputs.cost_func = args.cost | ||
flirt.inputs.in_file = template | ||
flirt.inputs.out_matrix_file = tmpmat | ||
flirt.inputs.out_file = tmpfile2 | ||
flirt.inputs.reference = infile | ||
flirt.run() | ||
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# warp facemask to infile | ||
flirt = fsl.FLIRT() | ||
flirt.inputs.in_file = facemask | ||
flirt.inputs.in_matrix_file = tmpmat | ||
flirt.inputs.apply_xfm = True | ||
flirt.inputs.reference = infile | ||
flirt.inputs.out_file = tmpfile | ||
flirt.inputs.out_matrix_file = tmpmat2 | ||
flirt.run() | ||
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# multiply mask by infile and save | ||
infile_img = load(infile) | ||
tmpfile_img = load(tmpfile) | ||
outdata = infile_img.get_data() * tmpfile_img.get_data() | ||
outfile_img = Nifti1Image(outdata, infile_img.get_affine(), | ||
infile_img.get_header()) | ||
outfile_img.to_filename(outfile) | ||
print("Defaced image saved as:\n %s" % outfile) | ||
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# apply mask to other given images | ||
if args.applyto is not None: | ||
print("Defacing mask also applied to:") | ||
for applyfile in args.applyto: | ||
applyfile_img = load(applyfile) | ||
outdata = applyfile_img.get_data() * tmpfile_img.get_data() | ||
applyfile_img = Nifti1Image(outdata, applyfile_img.get_affine(), | ||
applyfile_img.get_header()) | ||
outfile = output_checks(applyfile) | ||
applyfile_img.to_filename(outfile) | ||
print(' %s' % applyfile) | ||
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if args.nocleanup: | ||
pass | ||
else: | ||
os.remove(tmpfile) | ||
os.remove(tmpfile2) | ||
os.remove(tmpmat) | ||
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print('Finished.') | ||
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if __name__ == "__main__": | ||
main() |
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"""Utility scripts for pydeface.""" | ||
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import os | ||
import sys | ||
import subprocess | ||
from pkg_resources import resource_filename, Requirement | ||
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def run_shell_cmd(cmd, cwd=[]): | ||
"""Run a command in the shell using Popen.""" | ||
if cwd: | ||
process = subprocess.Popen(cmd, shell=True, stdout=subprocess.PIPE, | ||
cwd=cwd) | ||
else: | ||
process = subprocess.Popen(cmd, shell=True, stdout=subprocess.PIPE) | ||
for line in process.stdout: | ||
print(line.strip()) | ||
process.wait() | ||
def initial_checks(template=None, facemask=None): | ||
"""Initial sanity checks.""" | ||
if template is None: | ||
template = resource_filename(Requirement.parse("pydeface"), | ||
"pydeface/data/mean_reg2mean.nii.gz") | ||
if facemask is None: | ||
facemask = resource_filename(Requirement.parse("pydeface"), | ||
"pydeface/data/facemask.nii.gz") | ||
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if not os.path.exists(template): | ||
raise Exception('Missing template: %s' % template) | ||
if not os.path.exists(facemask): | ||
raise Exception('Missing face mask: %s' % facemask) | ||
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if 'FSLDIR' not in os.environ: | ||
raise Exception("FSL must be installed and " | ||
"FSLDIR environment variable must be defined.") | ||
sys.exit(2) | ||
return template, facemask | ||
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def usage(): | ||
"""Print the docstring and exit.""" | ||
sys.stdout.write(__doc__) | ||
sys.exit(2) | ||
def output_checks(infile, outfile=None, force=False): | ||
"""Determine output file name.""" | ||
if force is None: | ||
force = False | ||
if outfile is None: | ||
outfile = infile.replace('.nii', '_defaced.nii') | ||
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if os.path.exists(outfile) and force: | ||
print('Previous output will be overwritten.') | ||
elif os.path.exists(outfile): | ||
raise Exception("%s already exists. Remove it first or use '--force' " | ||
"flag to overwrite." % outfile) | ||
else: | ||
pass | ||
return outfile |
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