add subdivision of polygonal curves using B-Splines

This commit is contained in:
Johannes Schönberger
2012-08-15 08:48:40 +02:00
committed by Stefan van der Walt
parent dcbea75677
commit 40c58f3333
2 changed files with 65 additions and 1 deletions
+1 -1
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@@ -1,4 +1,4 @@
from .find_contours import find_contours
from ._regionprops import regionprops, perimeter
from ._structural_similarity import structural_similarity
from ._polygon import approximate_polygon
from ._polygon import approximate_polygon, subdivide_polygon
+64
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@@ -1,4 +1,5 @@
import numpy as np
from scipy import signal
def approximate_polygon(coords, tolerance):
@@ -87,3 +88,66 @@ def approximate_polygon(coords, tolerance):
end_of_chain = True
return coords[chain, :]
SUBDIVISION_DEGREES = {
# degree: (mask_even, mask_odd)
# extracted from (degree + 2)th row of Pascal's triangle
1: ([1, 1], [1, 1]),
2: ([3, 1], [1, 3]),
3: ([1, 6, 1], [0, 4, 4]),
4: ([5, 10, 1], [1, 10, 5]),
5: ([1, 15, 15, 1], [0, 6, 20, 6]),
6: ([7, 35, 21, 1], [1, 21, 35, 7]),
7: ([1, 28, 70, 28, 1], [0, 8, 56, 56, 8]),
}
def subdivide_polygon(coords, degree=2):
"""Subdivision of polygonal curves using B-Splines.
Parameters
----------
coords : (N, 2) array
Coordinate array.
method : {1, 2, 3, 4, 5, 6, 7}
Degree of B-Spline. Default is 2.
Returns
-------
coords : (M, 2) array
Subdivided coordinate array.
References
----------
.. [1] http://mrl.nyu.edu/publications/subdiv-course2000/coursenotes00.pdf
"""
if degree not in SUBDIVISION_DEGREES:
raise ValueError("Invalid B-Spline degree. Only degree 1 - 7 is "
"supported.")
circular = np.all(coords[0, :] == coords[-1, :])
method = 'valid'
if circular:
coords = coords[:-1, :]
method = 'same'
mask_even, mask_odd = SUBDIVISION_DEGREES[degree]
mask_even = np.array(mask_even, 'float') / 2 ** degree
mask_odd = np.array(mask_odd, 'float') / 2 ** degree
even = signal.convolve2d(coords.T, np.atleast_2d(mask_even), mode=method,
boundary='wrap')
odd = signal.convolve2d(coords.T, np.atleast_2d(mask_odd), mode=method,
boundary='wrap')
out = np.zeros((even.shape[1] + odd.shape[1], 2))
out[1::2] = even.T
out[::2] = odd.T
if circular:
# close polygon
out = np.vstack([out, out[0, :]])
return out