Commit ed8cc82a authored by unknown's avatar unknown

Jayke zijn code naar LicensePlate.py verplaatst

parent a1848059
from pylab import array, zeros, inv, dot, svd, shape
from Interpolation import pV
def getPlateAt(image, points, M, N):
'''Returns an image of size MxN of the licenseplate (or any rectangular
object) defined by 4 corner points.'''
# Construct the matrix M
x1_a, y1_a = 0, 0
x2_a, y2_a = M, 0
x3_a, y3_a = M, N
x4_a, y4_a = 0, N
p_i = []
for point in points:
p_i.append([point.x, point.y])
mat_M = array([[p_i[0][0], p_i[0][1], 1, 0, 0, 0, \
-x1_a * p_i[0][0], -x1_a * p_i[0][1], -x1_a], \
[0, 0, 0, p_i[0][0], p_i[0][1], 1, \
-y1_a * p_i[0][0], -y1_a * p_i[0][1], -y1_a], \
[p_i[1][0], p_i[1][1], 1, 0, 0, 0, \
-x2_a * p_i[1][0], -x2_a * p_i[1][1], -x2_a], \
[0, 0, 0, p_i[1][0], p_i[1][1], 1, \
-y2_a * p_i[1][0], -y2_a * p_i[1][1], -y2_a], \
[p_i[2][0], p_i[2][1], 1, 0, 0, 0, \
-x3_a * p_i[2][0], -x3_a * p_i[2][1], -x3_a], \
[0, 0, 0, p_i[2][0], p_i[2][1], 1, \
-y3_a * p_i[2][0], -y3_a * p_i[2][1], -y3_a], \
[p_i[3][0], p_i[3][1], 1, 0, 0, 0, \
-x4_a * p_i[3][0], -x4_a * p_i[3][1], -x4_a], \
[0, 0, 0, p_i[3][0], p_i[3][1], 1, \
-y4_a * p_i[3][0], -y4_a * p_i[3][1], -y4_a]])
# Get the vector p and the values that are in there by taking the SVD.
# Since D is diagonal with the eigenvalues sorted from large to small on
# the diagonal, the optimal q in min ||Dq|| is q = [[0]..[1]]. Therefore,
# p = Vq means p is the last column in V.
U, D, V = svd(mat_M)
p = V[8][:]
a, b, c, d, e, f, g, h, i = p[0], \
p[1], \
p[2], \
p[3], \
p[4], \
p[5], \
p[6], \
p[7], \
p[8]
# P is the resulting matrix that describes the transformation
P = array([[a, b, c], \
[d, e, f], \
[g, h, i]])
# Create the new image
b = array([zeros(M, float)] * N)
for i in range(0, M):
for j in range(0, N):
or_coor = dot(inv(P),([[i],[j],[1]]))
or_coor_h = or_coor[1][0] / or_coor[2][0], \
or_coor[0][0] / or_coor[2][0]
b[j][i] = pV(image, or_coor_h[0], or_coor_h[1])
return b
from GetPlate import getPlateAt
from GrayscaleImage import GrayscaleImage
from Point import Point
# Define the corners of the licenseplate
points = [Point(None, (310, 383)), \
Point(None, (382, 381)), \
Point(None, (382, 396)), \
Point(None, (310, 398))]
# Get the image
image = GrayscaleImage('../images/test_plate.png')
# Let the code get the licenseplate
output_image = getPlateAt(image, points, 100, 20)
# Show the licenseplate
output_image = GrayscaleImage(None, output_image)
output_image.show()
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