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Merge pull request #421 from thewtex/SimpleITK_io
ENH: Add SimpleITK IO plugin.
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[simpleitk]
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description = Image reading and writing via SimpleITK
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provides = imread, imsave
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__all__ = ['imread', 'imsave']
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try:
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import SimpleITK as sitk
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except ImportError:
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raise ImportError("SimpleITK could not be found. "
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"Please try "
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" easy_install SimpleITK "
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"or refer to "
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" http://simpleitk.org/ "
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"for further instructions.")
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def imread(fname):
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sitk_img = sitk.ReadImage(fname)
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return sitk.GetArrayFromImage(sitk_img)
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def imsave(fname, arr):
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sitk_img = sitk.GetImageFromArray(arr, isVector=True)
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sitk.WriteImage(sitk_img, fname)
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import os.path
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import numpy as np
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from numpy.testing import *
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from numpy.testing.decorators import skipif
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from tempfile import NamedTemporaryFile
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from skimage import data_dir
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from skimage.io import imread, imsave, use_plugin, reset_plugins
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try:
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import SimpleITK as sitk
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use_plugin('simpleitk')
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except ImportError:
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sitk_available = False
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else:
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sitk_available = True
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def teardown():
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reset_plugins()
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def setup_module(self):
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"""The effect of the `plugin.use` call may be overridden by later imports.
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Call `use_plugin` directly before the tests to ensure that sitk is used.
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"""
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try:
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use_plugin('simpleitk')
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except ImportError:
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pass
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@skipif(not sitk_available)
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def test_imread_flatten():
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# a color image is flattened
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img = imread(os.path.join(data_dir, 'color.png'), flatten=True)
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assert img.ndim == 2
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assert img.dtype == np.float64
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img = imread(os.path.join(data_dir, 'camera.png'), flatten=True)
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# check that flattening does not occur for an image that is grey already.
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assert np.sctype2char(img.dtype) in np.typecodes['AllInteger']
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@skipif(not sitk_available)
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def test_bilevel():
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expected = np.zeros((10, 10))
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expected[::2] = 255
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img = imread(os.path.join(data_dir, 'checker_bilevel.png'))
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assert_array_equal(img, expected)
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@skipif(not sitk_available)
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def test_imread_uint16():
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expected = np.load(os.path.join(data_dir, 'chessboard_GRAY_U8.npy'))
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img = imread(os.path.join(data_dir, 'chessboard_GRAY_U16.tif'))
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assert np.issubdtype(img.dtype, np.uint16)
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assert_array_almost_equal(img, expected)
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@skipif(not sitk_available)
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def test_imread_uint16_big_endian():
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expected = np.load(os.path.join(data_dir, 'chessboard_GRAY_U8.npy'))
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img = imread(os.path.join(data_dir, 'chessboard_GRAY_U16B.tif'))
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assert_array_almost_equal(img, expected)
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class TestSave:
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def roundtrip(self, dtype, x):
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f = NamedTemporaryFile(suffix='.mha')
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fname = f.name
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f.close()
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imsave(fname, x)
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y = imread(fname)
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assert_array_almost_equal(x, y)
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@skipif(not sitk_available)
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def test_imsave_roundtrip(self):
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for shape in [(10, 10), (10, 10, 3), (10, 10, 4)]:
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for dtype in (np.uint8, np.uint16, np.float32, np.float64):
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x = np.ones(shape, dtype=dtype) * np.random.random(shape)
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if np.issubdtype(dtype, float):
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yield self.roundtrip, dtype, x
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else:
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x = (x * 255).astype(dtype)
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yield self.roundtrip, dtype, x
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if __name__ == "__main__":
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run_module_suite()
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