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How to sort DICOM Slices in correct order?


I am trying to sort DICOM files in correct order, and I not able to use Image Position Patient descriptor as it's giving me an error "AttributeError: 'FileDataset' object has no attribute 'sort'".

code:

for paths in a:
    for root, dirs, files in os.walk(paths):
        for file in files:
            if file.endswith('.dcm'):
                k = dcm.read_file(os.path.join(root, file))
                k.sort
                k = dcm.read_file(os.path.join(root, file)).pixel_array
                PixelArrays.append(k)

Other than sort attribute pydicom lib works fine.


Solution

  • This example shows how to sort slices.

    https://github.com/pydicom/pydicom/blob/master/examples/image_processing/reslice.py

    import pydicom
    import numpy as np
    import matplotlib.pyplot as plt
    import sys
    import glob
    
    # load the DICOM files
    files = []
    print('glob: {}'.format(sys.argv[1]))
    for fname in glob.glob(sys.argv[1], recursive=False):
        print("loading: {}".format(fname))
        files.append(pydicom.dcmread(fname))
    
    print("file count: {}".format(len(files)))
    
    # skip files with no SliceLocation (eg scout views)
    slices = []
    skipcount = 0
    for f in files:
        if hasattr(f, 'SliceLocation'):
            slices.append(f)
        else:
            skipcount = skipcount + 1
    
    print("skipped, no SliceLocation: {}".format(skipcount))
    
    # ensure they are in the correct order
    slices = sorted(slices, key=lambda s: s.SliceLocation)