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https://github.com/wassname/scikit-image.git
synced 2026-07-24 13:20:43 +08:00
Fix overflow error
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@@ -1,7 +1,38 @@
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import numpy as np
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import warnings
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from scipy import ndimage
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def _convolve(image, selem, out, cval):
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# determine the smallest integer dtype which does not overflow
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selem = selem != 0
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selem_sum = np.sum(selem)
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if selem_sum < 2 ** 8:
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out_dtype = np.uint8
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elif selem_sum < 2 ** 16:
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out_dtype = np.uint16
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else:
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out_dtype = np.uint32
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if out is None:
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out = np.zeros_like(image, dtype=out_dtype)
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else:
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iinfo = np.iinfo(out.dtype)
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if iinfo.max - iinfo.min < selem_sum:
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raise ValueError('Sum of structuring (=%d) element results in '
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'overflow for dtype of `out`. You must raise the '
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'bit-depth.')
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conv = ndimage.convolve(image > 0, selem, output=out,
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mode='constant', cval=cval)
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if conv is not None:
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out = conv
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return out, selem_sum
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def binary_erosion(image, selem, out=None):
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"""Return fast binary morphological erosion of an image.
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@@ -29,11 +60,8 @@ def binary_erosion(image, selem, out=None):
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"""
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conv = ndimage.convolve((image > 0).view(np.uint8), selem, output=out,
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mode='constant', cval=1)
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if conv is not None:
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out = conv
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return np.equal(out, np.sum(selem), out=out)
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out, selem_sum = _convolve(image, selem, out, 1)
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return np.equal(out, selem_sum, out=out).astype(np.bool, copy=False)
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def binary_dilation(image, selem, out=None):
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@@ -64,11 +92,8 @@ def binary_dilation(image, selem, out=None):
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"""
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conv = ndimage.convolve((image > 0).view(np.uint8), selem, output=out,
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mode='constant', cval=0)
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if conv is not None:
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out = conv
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return np.not_equal(out, 0, out=out)
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out, _ = _convolve(image, selem, out, 0)
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return np.not_equal(out, 0, out=out).astype(np.bool, copy=False)
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def binary_opening(image, selem, out=None):
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@@ -17,6 +17,27 @@ def test_non_square_image():
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testing.assert_array_equal(binary_res, grey_res)
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def test_selem_overflow():
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strel = np.ones((17, 17), dtype=np.uint8)
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img = np.zeros((20, 20))
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img[2:19, 2:19] = 1
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binary_res = binary.binary_erosion(img, strel)
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grey_res = img_as_bool(grey.erosion(img, strel))
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testing.assert_array_equal(binary_res, grey_res)
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def test_selem_overflow_exception():
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strel = np.ones((17, 17), dtype=np.uint8)
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img = np.zeros((20, 20))
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img[2:19, 2:19] = 1
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out = np.zeros((20, 20), dtype=np.uint8)
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testing.assert_raises(ValueError, binary.binary_erosion, img, strel, out)
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out = np.zeros((20, 20), dtype=np.uint16)
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binary_res = binary.binary_erosion(img, strel, out=out)
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grey_res = img_as_bool(grey.erosion(img, strel))
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testing.assert_array_equal(binary_res, grey_res)
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def test_binary_erosion():
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strel = selem.square(3)
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binary_res = binary.binary_erosion(bw_lena, strel)
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