Created
June 8, 2021 22:35
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Write pyramidal ome-tiff using tifffile with channel names and crop positions
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import tifffile | |
import numpy as np | |
def per_channel_per_tile(img, tile=(1024, 1024)): | |
num_channels, num_rows, num_columns = img.shape | |
h, w = tile | |
for c in range(num_channels): | |
for y in range(0, num_rows, h): | |
for x in range(0, num_columns, w): | |
yield img[c, y:y+h, x:x+w] | |
img = ( | |
np | |
.arange(1000*1000*10, dtype='uint8') | |
.reshape((10, 1000, 1000)) | |
) | |
num_channels, _, _ = img.shape | |
tile_shape = (256, 256) | |
options = dict( | |
dtype=img.dtype, | |
tile=tile_shape | |
) | |
metadata = { | |
'Pixels': {'PhysicalSizeX': 0.65, 'PhysicalSizeXUnit': '\u00b5m', 'PhysicalSizeY': 0.65, 'PhysicalSizeYUnit': '\u00b5m'}, | |
'Channel': {'Name': [f'Channel {i+1}' for i in range(num_channels)]}, | |
'Plane': {'PositionX': [123]*num_channels, 'PositionY': [456]*num_channels} | |
} | |
with tifffile.TiffWriter('temp.ome.tif', bigtiff=True) as tif: | |
tif.write( | |
data=per_channel_per_tile(img, tile=tile_shape), | |
metadata=metadata, | |
software='Software name', | |
shape=img.shape, | |
subifds=2, | |
**options | |
) | |
tif.write( | |
data=per_channel_per_tile(img[:, ::2, ::2], tile=tile_shape), | |
shape=img[:, ::2, ::2].shape, | |
subfiletype=1, | |
**options | |
) | |
tif.write( | |
data=per_channel_per_tile(img[:, ::4, ::4], tile=tile_shape), | |
shape=img[:, ::4, ::4].shape, | |
subfiletype=1, | |
**options | |
) |
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