Commit 6043646c authored by Jayke Meijer's avatar Jayke Meijer

Fixed merge conflic report.tex.

parents 711e7a67 26c8385b
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from os import mkdir from os import mkdir
from os.path import exists from os.path import exists
from pylab import array, zeros, inv, dot, svd, floor from pylab import imsave, array, zeros, inv, dot, norm, svd, floor
from xml.dom.minidom import parse from xml.dom.minidom import parse
from Point import Point
from Character import Character from Character import Character
from GrayscaleImage import GrayscaleImage from GrayscaleImage import GrayscaleImage
from NormalizedCharacterImage import NormalizedCharacterImage from NormalizedCharacterImage import NormalizedCharacterImage
from LicensePlate import LicensePlate from LicensePlate import LicensePlate
# sets the entire license plate of an image # Gets the character data from a picture with a license plate
def retrieve_data(image, corners): def retrieve_data(plate, corners):
x0, y0 = corners[0].to_tuple() x0,y0, x1,y1, x2,y2, x3,y3 = corners
x1, y1 = corners[1].to_tuple()
x2, y2 = corners[2].to_tuple()
x3, y3 = corners[3].to_tuple()
M = int(1.2 * (max(x0, x1, x2, x3) - min(x0, x1, x2, x3))) M = max(x0, x1, x2, x3) - min(x0, x1, x2, x3)
N = max(y0, y1, y2, y3) - min(y0, y1, y2, y3) N = max(y0, y1, y2, y3) - min(y0, y1, y2, y3)
matrix = array([ matrix = array([
...@@ -29,7 +25,7 @@ def retrieve_data(image, corners): ...@@ -29,7 +25,7 @@ def retrieve_data(image, corners):
[ 0, 0, 0, x3, y3, 1, -N * x3, -N * y3, -N] [ 0, 0, 0, x3, y3, 1, -N * x3, -N * y3, -N]
]) ])
P = inv(get_transformation_matrix(matrix)) P = get_transformation_matrix(matrix)
data = array([zeros(M, float)] * N) data = array([zeros(M, float)] * N)
for i in range(M): for i in range(M):
...@@ -38,7 +34,7 @@ def retrieve_data(image, corners): ...@@ -38,7 +34,7 @@ def retrieve_data(image, corners):
or_coor_h = (or_coor[1][0] / or_coor[2][0], or_coor_h = (or_coor[1][0] / or_coor[2][0],
or_coor[0][0] / or_coor[2][0]) or_coor[0][0] / or_coor[2][0])
data[j][i] = pV(image, or_coor_h[0], or_coor_h[1]) data[j][i] = pV(plate, or_coor_h[0], or_coor_h[1])
return data return data
...@@ -50,108 +46,92 @@ def get_transformation_matrix(matrix): ...@@ -50,108 +46,92 @@ def get_transformation_matrix(matrix):
U, D, V = svd(matrix) U, D, V = svd(matrix)
p = V[8][:] p = V[8][:]
return array([ return inv(array([[p[0],p[1],p[2]], [p[3],p[4],p[5]], [p[6],p[7],p[8]]]))
[ p[0], p[1], p[2] ],
[ p[3], p[4], p[5] ],
[ p[6], p[7], p[8] ]
])
def pV(image, x, y): def pV(image, x, y):
#Get the value of a point (interpolated x, y) in the given image #Get the value of a point (interpolated x, y) in the given image
if image.in_bounds(x, y): if not image.in_bounds(x, y):
x_low = floor(x) return 0
x_high = floor(x + 1)
y_low = floor(y)
y_high = floor(y + 1)
x_y = (x_high - x_low) * (y_high - y_low)
a = x_high - x x_low, x_high = floor(x), floor(x+1)
b = y_high - y y_low, y_high = floor(y), floor(y+1)
c = x - x_low x_y = (x_high - x_low) * (y_high - y_low)
d = y - y_low
return image[x_low, y_low] / x_y * a * b \ a = x_high - x
+ image[x_high, y_low] / x_y * c * b \ b = y_high - y
+ image[x_low , y_high] / x_y * a * d \ c = x - x_low
+ image[x_high, y_high] / x_y * c * d d = y - y_low
return 0 return image[x_low, y_low] / x_y * a * b \
+ image[x_high, y_low] / x_y * c * b \
+ image[x_low , y_high] / x_y * a * d \
+ image[x_high, y_high] / x_y * c * d
def xml_to_LicensePlate(filename, save_character=None): def xml_to_LicensePlate(filename, save_character=None):
image = GrayscaleImage('../images/Images/%s.jpg' % filename) plate = GrayscaleImage('../images/Images/%s.jpg' % filename)
dom = parse('../images/Infos/%s.info' % filename) dom = parse('../images/Infos/%s.info' % filename)
result_characters = [] country = ''
result = []
version = dom.getElementsByTagName("current-version")[0].firstChild.data version = get_node(dom, "current-version")
info = dom.getElementsByTagName("info") infos = by_tag(dom, "info")
for i in info: for info in infos:
if version == i.getElementsByTagName("version")[0].firstChild.data: if not version == get_node(info, "version"):
continue
country = i.getElementsByTagName("identification-letters")[0].firstChild.data country = get_node(info, "identification-letters")
temp = i.getElementsByTagName("characters") temp = by_tag(info, "characters")
if len(temp): if not temp: # no characters where found in the file
characters = temp[0].childNodes break
else:
characters = []
break
for i, character in enumerate(characters): characters = temp[0].childNodes
if character.nodeName == "character":
value = character.getElementsByTagName("char")[0].firstChild.data
corners = get_corners(character)
if not len(corners) == 4: for i, char in enumerate(characters):
break if not char.nodeName == "character":
continue
character_data = retrieve_data(image, corners) value = get_node(char, "char")
character_image = NormalizedCharacterImage(data=character_data) corners = get_corners(char)
result_characters.append(Character(value, corners, character_image, filename)) if not len(corners) == 8:
break
if save_character: data = retrieve_data(plate, corners)
single_character = GrayscaleImage(data=character_data) image = NormalizedCharacterImage(data=data)
result.append(Character(value, corners, image, filename))
if save_character:
character_image = GrayscaleImage(data=data)
path = "../images/LearningSet/%s" % value
image_path = "%s/%d_%s.jpg" % (path, i, filename.split('/')[-1])
path = "../images/LearningSet/%s" % value if not exists(path):
image_path = "%s/%d_%s.jpg" % (path, i, filename.split('/')[-1]) mkdir(path)
if not exists(path): if not exists(image_path):
mkdir(path) character_image.save(image_path)
if not exists(image_path): return LicensePlate(country, result)
single_character.save(image_path)
return LicensePlate(country, result_characters) def get_node(node, tag):
return by_tag(node, tag)[0].firstChild.data
def get_corners(dom):
nodes = dom.getElementsByTagName("point")
corners = []
margin_y = 3 def by_tag(node, tag):
margin_x = 2 return node.getElementsByTagName(tag)
corners.append( def get_attr(node, attr):
Point(get_coord(nodes[0], "x") - margin_x, return int(node.getAttribute(attr))
get_coord(nodes[0], "y") - margin_y)
)
corners.append( def get_corners(dom):
Point(get_coord(nodes[1], "x") + margin_x, p = by_tag(dom, "point")
get_coord(nodes[1], "y") - margin_y)
)
corners.append(
Point(get_coord(nodes[2], "x") + margin_x,
get_coord(nodes[2], "y") + margin_y)
)
corners.append(
Point(get_coord(nodes[3], "x") - margin_x,
get_coord(nodes[3], "y") + margin_y)
)
return corners # Extra padding
y = 3
x = 2
def get_coord(node, attribute): # return 8 values (x0,y0, .., x3,y3)
return int(node.getAttribute(attribute)) return get_attr(p[0], "x") - x, get_attr(p[0], "y") - y,\
get_attr(p[1], "x") + x, get_attr(p[1], "y") - y,\
get_attr(p[2], "x") + x, get_attr(p[2], "y") + y,\
get_attr(p[3], "x") - x, get_attr(p[3], "y") + y
\ No newline at end of file
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