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scikit-image/skimage/morphology/tests/test_morphology.py
T
Tony S Yu cfa9bbfc40 Rename greyscale morphology functions.
Remove "greyscale" prefix on functions in ``morphology.grey``. To avoid confusion (and name clashes), ``greyscale_open`` and ``greyscale_close`` were renamed ``opening`` and ``closing`` (instead of ``open`` and ``close``). As a bonus, these names match scipy.ndimage.
2012-05-03 16:21:59 -04:00

119 lines
4.0 KiB
Python

import os.path
import numpy as np
from numpy.testing import assert_equal
from skimage import data_dir
from skimage.morphology.grey import *
from skimage.morphology import selem
lena = np.load(os.path.join(data_dir, 'lena_GRAY_U8.npy'))
class TestMorphology():
def morph_worker(self, img, fn, morph_func, strel_func):
matlab_results = np.load(os.path.join(data_dir, fn))
k = 0
for arrname in sorted(matlab_results):
expected_result = matlab_results[arrname]
mask = strel_func(k)
actual_result = morph_func(lena, mask)
assert_equal(expected_result, actual_result)
k = k + 1
def test_erode_diamond(self):
self.morph_worker(lena, "diamond-erode-matlab-output.npz",
erosion, selem.diamond)
def test_dilate_diamond(self):
self.morph_worker(lena, "diamond-dilate-matlab-output.npz",
dilation, selem.diamond)
def test_open_diamond(self):
self.morph_worker(lena, "diamond-open-matlab-output.npz",
opening, selem.diamond)
def test_close_diamond(self):
self.morph_worker(lena, "diamond-close-matlab-output.npz",
closing, selem.diamond)
def test_tophat_diamond(self):
self.morph_worker(lena, "diamond-tophat-matlab-output.npz",
white_tophat, selem.diamond)
def test_bothat_diamond(self):
self.morph_worker(lena, "diamond-bothat-matlab-output.npz",
black_tophat, selem.diamond)
def test_erode_disk(self):
self.morph_worker(lena, "disk-erode-matlab-output.npz",
erosion, selem.disk)
def test_dilate_disk(self):
self.morph_worker(lena, "disk-dilate-matlab-output.npz",
dilation, selem.disk)
def test_open_disk(self):
self.morph_worker(lena, "disk-open-matlab-output.npz",
opening, selem.disk)
def test_close_disk(self):
self.morph_worker(lena, "disk-close-matlab-output.npz",
closing, selem.disk)
class TestEccentricStructuringElements():
def setUp(self):
self.black_pixel = 255 * np.ones((4, 4), dtype=np.uint8)
self.black_pixel[1, 1] = 0
self.white_pixel = 255 - self.black_pixel
self.selems = [selem.square(2), selem.rectangle(2, 2),
selem.rectangle(2, 1), selem.rectangle(1, 2)]
def test_dilate_erode_symmetry(self):
for s in self.selems:
c = erosion(self.black_pixel, s)
d = dilation(self.white_pixel, s)
assert np.all(c == (255 - d))
def test_open_black_pixel(self):
for s in self.selems:
grey_open = opening(self.black_pixel, s)
assert np.all(grey_open == self.black_pixel)
def test_close_white_pixel(self):
for s in self.selems:
grey_close = closing(self.white_pixel, s)
assert np.all(grey_close == self.white_pixel)
def test_open_white_pixel(self):
for s in self.selems:
assert np.all(opening(self.white_pixel, s) == 0)
def test_close_black_pixel(self):
for s in self.selems:
assert np.all(closing(self.black_pixel, s) == 255)
def test_white_tophat_white_pixel(self):
for s in self.selems:
tophat = white_tophat(self.white_pixel, s)
assert np.all(tophat == self.white_pixel)
def test_black_tophat_black_pixel(self):
for s in self.selems:
tophat = black_tophat(self.black_pixel, s)
assert np.all(tophat == (255 - self.black_pixel))
def test_white_tophat_black_pixel(self):
for s in self.selems:
tophat = white_tophat(self.black_pixel, s)
assert np.all(tophat == 0)
def test_black_tophat_white_pixel(self):
for s in self.selems:
tophat = black_tophat(self.white_pixel, s)
assert np.all(tophat == 0)