GDCM: ConvertNumpy.py

GDCM 3.2.6

ConvertNumpy.py
1
14
15"""
16This module add support for converting a gdcm.Image to a numpy array.
17
18Caveats:
19- Does not support UINT12/INT12
20
21Removed:
22- float16 is defined in GDCM API but no implementation exist for it ...
23"""
24
25import gdcm
26import numpy
27
28def get_gdcm_to_numpy_typemap():
29 """Returns the GDCM Pixel Format to numpy array type mapping."""
30 _gdcm_np = {gdcm.PixelFormat.UINT8 :numpy.uint8,
31 gdcm.PixelFormat.INT8 :numpy.int8,
32 #gdcm.PixelFormat.UINT12 :numpy.uint12,
33 #gdcm.PixelFormat.INT12 :numpy.int12,
34 gdcm.PixelFormat.UINT16 :numpy.uint16,
35 gdcm.PixelFormat.INT16 :numpy.int16,
36 gdcm.PixelFormat.UINT32 :numpy.uint32,
37 gdcm.PixelFormat.INT32 :numpy.int32,
38 #gdcm.PixelFormat.FLOAT16:numpy.float16,
39 gdcm.PixelFormat.FLOAT32:numpy.float32,
40 gdcm.PixelFormat.FLOAT64:numpy.float64 }
41 return _gdcm_np
42
43def get_numpy_array_type(gdcm_pixel_format):
44 """Returns a numpy array typecode given a GDCM Pixel Format."""
45 return get_gdcm_to_numpy_typemap()[gdcm_pixel_format]
46
47def gdcm_to_numpy(image):
48 """Converts a GDCM image to a numpy array.
49 """
50 pf = image.GetPixelFormat()
51
52 assert pf.GetScalarType() in get_gdcm_to_numpy_typemap().keys(), \
53 "Unsupported array type %s"%pf
54
55 shape = image.GetDimension(0) * image.GetDimension(1), pf.GetSamplesPerPixel()
56 if image.GetNumberOfDimensions() == 3:
57 shape = shape[0] * image.GetDimension(2), shape[1]
58
59 dtype = get_numpy_array_type(pf.GetScalarType())
60 gdcm_array = image.GetBuffer()
61 result = numpy.frombuffer(gdcm_array, dtype=dtype)
62 result.shape = shape
63 return result
64
65if __name__ == "__main__":
66 import sys
67 r = gdcm.ImageReader()
68 filename = sys.argv[1]
69 r.SetFileName( filename )
70 if not r.Read():
71 sys.exit(1)
72
73 numpy_array = gdcm_to_numpy( r.GetImage() )
74 print numpy_array
gdcm::ImageReader
ImageReader.
Definition gdcmImageReader.h:34