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scikit-image/skimage/measure/tests/test_marching_cubes.py
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2014-03-13 23:34:46 -05:00

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Python

import numpy as np
from numpy.testing import assert_raises
from skimage.draw import ellipsoid, ellipsoid_stats
from skimage.measure import (marching_cubes, mesh_surface_area,
correct_mesh_orientation)
def test_marching_cubes_isotropic():
ellipsoid_isotropic = ellipsoid(6, 10, 16, levelset=True)
_, surf = ellipsoid_stats(6, 10, 16)
verts, faces = marching_cubes(ellipsoid_isotropic, 0.)
surf_calc = mesh_surface_area(verts, faces)
# Test within 1% tolerance for isotropic. Will always underestimate.
assert surf > surf_calc and surf_calc > surf * 0.99
def test_marching_cubes_anisotropic():
spacing = (1., 10 / 6., 16 / 6.)
ellipsoid_anisotropic = ellipsoid(6, 10, 16, spacing=spacing,
levelset=True)
_, surf = ellipsoid_stats(6, 10, 16)
verts, faces = marching_cubes(ellipsoid_anisotropic, 0.,
spacing=spacing)
surf_calc = mesh_surface_area(verts, faces)
# Test within 1.5% tolerance for anisotropic. Will always underestimate.
assert surf > surf_calc and surf_calc > surf * 0.985
def test_invalid_input():
assert_raises(ValueError, marching_cubes, np.zeros((2, 2, 1)), 0)
assert_raises(ValueError, marching_cubes, np.zeros((2, 2, 1)), 1)
assert_raises(ValueError, marching_cubes, np.ones((3, 3, 3)), 1,
spacing=(1, 2))
assert_raises(ValueError, marching_cubes, np.zeros((20, 20)), 0)
def test_correct_mesh_orientation():
sphere_small = ellipsoid(1, 1, 1, levelset=True)
verts, faces = marching_cubes(sphere_small, 0.)
# Correct mesh orientation - descent
corrected_faces1 = correct_mesh_orientation(sphere_small, verts, faces,
gradient_direction='descent')
corrected_faces2 = correct_mesh_orientation(sphere_small, verts, faces,
gradient_direction='ascent')
# Ensure ascent is opposite of descent for all faces
np.testing.assert_array_equal(corrected_faces1, corrected_faces2[:, ::-1])
# Ensure correct faces have been reversed: 1, 4, and 5
idx = [1, 4, 5]
expected = faces.copy()
expected[idx] = expected[idx, ::-1]
np.testing.assert_array_equal(expected, corrected_faces1)
if __name__ == '__main__':
np.testing.run_module_suite()