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OMERO mask utility
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# -*- coding: utf-8 -*- | |
""" | |
----------------------------------------------------------------------------- | |
Copyright (C) 2016 Glencoe Software, Inc. All rights reserved. | |
This program is free software; you can redistribute it and/or modify | |
it under the terms of the GNU General Public License as published by | |
the Free Software Foundation; either version 2 of the License, or | |
(at your option) any later version. | |
This program is distributed in the hope that it will be useful, | |
but WITHOUT ANY WARRANTY; without even the implied warranty of | |
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | |
GNU General Public License for more details. | |
You should have received a copy of the GNU General Public License along | |
with this program; if not, write to the Free Software Foundation, Inc., | |
51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA. | |
------------------------------------------------------------------------------ | |
""" | |
import os | |
import argparse | |
from PIL import Image | |
import math | |
import struct | |
import omero | |
import omero.clients | |
from omero.gateway import BlitzGateway | |
from omero.gateway import ColorHolder | |
from omero.rtypes import rint, rdouble | |
import numpy | |
color_table = {} | |
color_table['red'] = ColorHolder() | |
color_table['blue'] = ColorHolder() | |
color_table['green'] = ColorHolder() | |
color_table['red'].setRed(255) | |
color_table['red'].setBlue(0) | |
color_table['red'].setGreen(255) | |
color_table['red'].setAlpha(100) | |
color_table['green'].setRed(0) | |
color_table['green'].setBlue(0) | |
color_table['green'].setGreen(255) | |
color_table['green'].setAlpha(100) | |
color_table['blue'].setRed(0) | |
color_table['blue'].setBlue(255) | |
color_table['blue'].setGreen(0) | |
color_table['blue'].setAlpha(100) | |
def create_mask( | |
gateway, file_path, image_id, channel, | |
z_plane, timepoint, color, threshold, x, y): | |
''' | |
Creates a mask from the image file and attaches it to the OMERO image. | |
''' | |
image = gateway.getObject("Image", image_id) | |
pil_image = Image.open(file_path) | |
width, height = pil_image.size | |
print "Attaching mask size: %s, %s" % (width, height) | |
if '16' in pil_image.mode: | |
divider = 16.0 | |
format_string = "H" # Unsigned short | |
byte_factor = 0.5 | |
else: | |
divider = 8.0 | |
format_string = "B" # Unsiged char | |
byte_factor = 1 | |
bytes = pil_image.tobytes() | |
steps = math.ceil(len(bytes) / divider) | |
mask_array = [] | |
for i in range(long(steps)): | |
binary = bytes[i * int(divider):i * int(divider) + int(divider)] | |
format = str(int(byte_factor * len(binary))) + format_string | |
binary = struct.unpack(format, binary) | |
s = "" | |
for bit in binary: | |
if bit >= threshold: | |
bit = 1 | |
else: | |
bit = 0 | |
s += str(bit) | |
mask_array.append(int(s, 2)) | |
mask_bytes = bytearray(mask_array) | |
roi = omero.model.RoiI() | |
mask = omero.model.MaskI() | |
mask.setTheC(rint(channel)) | |
mask.setTheZ(rint(z_plane)) | |
mask.setTheT(rint(timepoint)) | |
mask.setX(rdouble(x)) | |
mask.setY(rdouble(y)) | |
mask.setWidth(rdouble(width)) | |
mask.setHeight(rdouble(height)) | |
mask.setFillColor(rint(color_table[color].getInt())) | |
mask.setBytes(mask_bytes) | |
roi.addShape(mask) | |
roi.setImage(image._obj) | |
roi = gateway.getUpdateService().saveAndReturnObject(roi) | |
print "Attach masks to image %s, new ROI id: %s" \ | |
% (image_id, roi.getId().getValue()) | |
def write_mask(gateway, roi_id): | |
roi_service = gateway.getRoiService() | |
result = roi_service.findByRoi(roi_id, None) | |
for roi in result.rois: | |
for shape in roi.copyShapes(): | |
if type(shape) != omero.model.MaskI: | |
continue | |
width = int(shape.getWidth().getValue()) | |
height = int(shape.getHeight().getValue()) | |
bytes = shape.getBytes() | |
byte_array = numpy.fromstring(bytes, dtype=numpy.uint8) | |
binary = numpy.unpackbits(byte_array) | |
binary = binary.reshape((width, height)) | |
im = Image.fromarray(255 * binary) | |
mask_name = "mask_%s_%s.png" % (roi_id, shape.getId().getValue()) | |
im.save(mask_name) | |
print "Saved mask id: %s to file: %s" \ | |
% (shape.getId().getValue(), mask_name) | |
def parse_arguments(): | |
description = "Upload/download masks to and from OMERO server.\n" \ | |
"Supports only 8bit and 16bit grayscale images." | |
width = 225 | |
column_width = 45 | |
parser = argparse.ArgumentParser( | |
prog='python mask_utils.py', description=description, | |
formatter_class=lambda | |
prog: argparse.HelpFormatter( | |
prog, max_help_position=column_width, width=width | |
) | |
) | |
parser.add_argument( | |
'-s', '--server', required=True, | |
help='OMERO server.' | |
) | |
parser.add_argument( | |
'-p', '--port', | |
help='OMERO port.' | |
) | |
parser.add_argument( | |
'-u', '--user', | |
help='OMERO user.' | |
) | |
parser.add_argument( | |
'-w', '--password', | |
help='OMERO password.' | |
) | |
parser.add_argument( | |
'-k', '--key', | |
help='OMERO session UUID.' | |
) | |
subparsers = parser.add_subparsers(dest='command') | |
parser_upload = subparsers.add_parser( | |
'upload_mask', help = 'Upload mask to OMERO.', | |
formatter_class=lambda | |
prog: argparse.HelpFormatter( | |
prog, max_help_position=column_width, width=width | |
) | |
) | |
parser_upload.add_argument( | |
'--file', '-f', required=True, | |
help='File containing the mask.' | |
) | |
parser_upload.add_argument( | |
'--image', '-i', required=True, type=int, | |
help='OMERO image Id to attach the mask to.' | |
) | |
parser_upload.add_argument( | |
'--channel', '-c', default=0, type=int, | |
help='OMERO image channel to attach the mask to.' | |
) | |
parser_upload.add_argument( | |
'--timepoint', '-t', default=0, type=int, | |
help='OMERO image time-point to attach the mask to.' | |
) | |
parser_upload.add_argument( | |
'--z_plane', '-z', default=0, type=int, | |
help='OMERO z plane to attach the mask to.' | |
) | |
parser_upload.add_argument( | |
'-x', default=0, type=int, | |
help='X coordinate.' | |
) | |
parser_upload.add_argument( | |
'-y', default=0, type=int, | |
help='Y coordinate.' | |
) | |
parser_upload.add_argument( | |
'--color', required=True, choices=['red','green', 'blue'], | |
help="Mask's color" | |
) | |
parser_upload.add_argument( | |
'--threshold', default=1, type=int, | |
help='Threshold to apply to image when creating a mask.' | |
) | |
parser_download= subparsers.add_parser( | |
'download_mask', help = 'Download mask from OMERO.', | |
formatter_class=lambda | |
prog: argparse.HelpFormatter( | |
prog, max_help_position=column_width, width=width | |
) | |
) | |
parser_download.add_argument( | |
'--roi_id', '-id', required=True, type=int, | |
help='ROI id containing the mask.' | |
) | |
args = parser.parse_args() | |
return vars(args) | |
def setup_connection(params): | |
conn = omero.client(host=params["server"], port=params["port"]) | |
session = None | |
if params["key"] is not None: | |
conn.joinSession(params["key"]) | |
elif params["user"] is not None \ | |
and params["password"] is not None: | |
session = conn.createSession( | |
username=params["user"], | |
password=params["password"] | |
) | |
conn.enableKeepAlive(60) | |
session.detachOnDestroy() | |
gateway = BlitzGateway(client_obj=conn) | |
user = gateway.getUser() | |
print "Current user:" | |
print " ID:", user.getId() | |
print " Username:", user.getName() | |
print " Full Name:", user.getFullName() | |
group = gateway.getGroupFromContext() | |
print "Current group: ", group.getName() | |
return gateway | |
def upload_mask(params): | |
gateway = setup_connection(params) | |
try: | |
create_mask( | |
gateway, params["file"], params["image"], params["channel"], | |
params["timepoint"], params["z_plane"], params["color"], | |
params["threshold"], params["x"], params["y"] | |
) | |
finally: | |
gateway._closeSession() | |
def download_mask(params): | |
gateway = setup_connection(params) | |
try: | |
write_mask(gateway, params["roi_id"]) | |
finally: | |
gateway._closeSession() | |
if __name__ == "__main__": | |
process_descriptor = parse_arguments() | |
if process_descriptor["command"] == "upload_mask": | |
upload_mask(process_descriptor) | |
if process_descriptor["command"] == "download_mask": | |
download_mask(process_descriptor) |
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