Created
February 10, 2020 15:03
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Finds the brightest point in a plane and draws an ellipse around it. Useful for generating test ROIs.
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import omero | |
from omero.rtypes import rdouble, rint | |
import omero.grid | |
from omero.gateway import BlitzGateway | |
import numpy as np | |
USERNAME = "user" | |
PASSWORD = "password" | |
HOST = "merge-ci-devspace.openmicroscopy.org" | |
PORT = 4064 | |
plate_id = 13855 | |
conn = BlitzGateway(USERNAME, PASSWORD, host=HOST, port=PORT) | |
conn.connect() | |
updateService = conn.getUpdateService() | |
plate = conn.getObject("Plate", plate_id) | |
# Channels we want to analyse - 1 ROI created per channel | |
channels = [0] | |
print(plate.name) | |
for well in plate._listChildren(): | |
well = omero.gateway.WellWrapper(conn, well) | |
image = well.getImage() | |
pix = image.getPrimaryPixels() | |
print(image.name, well.row, well.column) | |
size_x = image.getSizeX() | |
size_y = image.getSizeY() | |
for c in channels: | |
plane = pix.getPlane(theZ=0, theC=c, theT=0) | |
max_pixel = plane.max() | |
min_pixel = plane.min() | |
mean_pixel = (max_pixel + min_pixel) / 2 | |
y = np.argmax(plane) // size_x | |
x = np.argmax(plane) % size_x | |
cx = x | |
cy = y | |
# walk away from max_pixel until below mean_pixel | |
# in x direction... | |
while(x < size_x and plane[y][x] > mean_pixel): | |
x += 1 | |
x_end = x | |
x = cx | |
while(x > 0 and plane[y][x] > mean_pixel): | |
x -= 1 | |
cx = (x_end + x) // 2 | |
rx = x_end - cx | |
# and y | |
while(y < size_y and plane[y][cx] > mean_pixel): | |
y += 1 | |
y_end = y | |
y = cy | |
while(y > 0 and plane[y][cx] > mean_pixel): | |
y -= 1 | |
cy = (y_end + y) / 2 | |
ry = y_end - cy | |
print('xy', cx, rx, cy, ry) | |
ellipse = omero.model.EllipseI() | |
ellipse.x = rdouble(cx) | |
ellipse.y = rdouble(cy) | |
ellipse.radiusX = rdouble(rx) | |
ellipse.radiusY = rdouble(ry) | |
ellipse.theZ = rint(0) | |
ellipse.theT = rint(0) | |
ellipse.theC = rint(c) | |
roi = omero.model.RoiI() | |
roi.setImage(image._obj) | |
roi.addShape(ellipse) | |
updateService.saveAndReturnObject(roi) | |
conn.close() |
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