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Taddeüs Kroes
licenseplates
Commits
6043646c
Commit
6043646c
authored
Dec 21, 2011
by
Jayke Meijer
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Fixed merge conflic report.tex.
parents
711e7a67
26c8385b
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docs/report.tex
docs/report.tex
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src/xml_helper_functions.py
src/xml_helper_functions.py
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src/xml_helper_functions.py
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6043646c
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
(
imag
e
,
or_coor_h
[
0
],
or_coor_h
[
1
])
data
[
j
][
i
]
=
pV
(
plat
e
,
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"
)
info
s
=
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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