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Comparing two image files for sanity checking
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import SimpleITK as sitk | |
import numpy as np | |
def sanity_checker_with_files( | |
image_file_baseline: str, image_file_compare: str, threshold: float = 1e-5 | |
) -> bool: | |
""" | |
This function performs sanity check on 2 image files WITHOUT loading images into memory. | |
Supported image formats: https://simpleitk.readthedocs.io/en/master/IO.html | |
Args: | |
image_file_baseline (str): Path to the first image file to be used as a baseline. | |
image_file_compare (str): Path to the second image file for comparison. | |
threshold (float): Threshold for checking image data consistency. This is needed because different packages use different precisions for metadata. | |
Returns: | |
bool: True if the images pass the sanity check, False otherwise. | |
""" | |
# initialize image readers | |
file_reader_baseline = sitk.ImageFileReader() | |
file_reader_baseline.SetFileName(image_file_baseline) | |
file_reader_baseline.ReadImageInformation() | |
file_reader_compare = sitk.ImageFileReader() | |
file_reader_compare.SetFileName(image_file_compare) | |
file_reader_compare.ReadImageInformation() | |
# start necessary comparisons | |
# dimensions need to be exact | |
if file_reader_baseline.GetDimension() != file_reader_compare.GetDimension(): | |
return False | |
# size need to be exact | |
if file_reader_baseline.GetSize() != file_reader_compare.GetSize(): | |
return False | |
# origin, direction, and spacing need to be similar enough | |
if ( | |
np.array(file_reader_baseline.GetOrigin()) | |
- np.array(file_reader_compare.GetOrigin()) | |
).sum() > threshold: | |
return False | |
if ( | |
np.array(file_reader_baseline.GetSpacing()) | |
- np.array(file_reader_compare.GetSpacing()) | |
).sum() > threshold: | |
return False | |
if ( | |
np.array(file_reader_baseline.GetDirection()) | |
- np.array(file_reader_compare.GetDirection()) | |
).sum() > threshold: | |
return False | |
return True |
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