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Taddeüs Kroes
licenseplates
Commits
5903a6fc
Commit
5903a6fc
authored
Nov 25, 2011
by
Richard Torenvliet
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Made get_normalized_letter in NormalizedImage.py
parent
60a05ec2
Changes
4
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4 changed files
with
54 additions
and
24 deletions
+54
-24
src/GrayscaleImage.py
src/GrayscaleImage.py
+6
-1
src/LocalBinaryPatternizer.py
src/LocalBinaryPatternizer.py
+2
-2
src/NormalizedImage.py
src/NormalizedImage.py
+12
-16
src/combined_test.py
src/combined_test.py
+34
-5
No files found.
src/GrayscaleImage.py
View file @
5903a6fc
from
pylab
import
imshow
,
imread
,
show
from
scipy.misc
import
imresize
class
GrayscaleImage
:
...
...
@@ -38,6 +39,10 @@ class GrayscaleImage:
imshow
(
self
.
data
,
cmap
=
"gray"
)
show
()
# size is of type float
def
resize
(
self
,
size
):
self
.
data
=
imresize
(
self
.
data
,
size
)
def
get_shape
(
self
):
return
self
.
data
.
shape
shape
=
property
(
get_shape
)
...
...
src/LocalBinaryPatternizer.py
View file @
5903a6fc
src/NormalizedImage.py
View file @
5903a6fc
from
PIL
import
Image
from
copy
import
deepcopy
class
NormalizedImage
:
DEFAULT_SIZE
=
(
100
,
200
)
def
__init__
(
self
,
image
,
size
):
self
.
letter
=
image
DEFAULT_SIZE
=
100.0
if
size
:
def
__init__
(
self
,
image
,
size
=
DEFAULT_SIZE
):
self
.
source_image
=
image
self
.
size
=
size
else
:
self
.
size
=
self
.
DEFAULT_SIZE
self
.
add_padding
()
self
.
resize
()
def
add_padding
(
self
):
pass
def
resize
(
self
):
return
self
.
letter
.
resize
(
self
.
size
,
Image
.
NEAREST
)
# normalize img
def
get_normalized_letter
(
self
):
self
.
result_image
=
deepcopy
(
self
.
source_image
)
self
.
result_image
.
resize
(
self
.
size
/
self
.
source_image
.
height
)
return
self
.
result_image
src/combined_test.py
View file @
5903a6fc
...
...
@@ -2,20 +2,49 @@ from GrayscaleImage import GrayscaleImage
from
LocalBinaryPatternizer
import
LocalBinaryPatternizer
from
LetterCropper
import
LetterCropper
from
matplotlib.pyplot
import
imshow
,
subplot
,
show
,
axis
from
NormalizedImage
import
NormalizedImage
# Comment added by Richard Torenvliet
# Steps in this test files are
# 1. crop image
# 2. resize to default hight (in future also to width)
# 3. preform LBP
# 4. construct feature vector
# 5. plot
# Image is now an instance of class GrayscaleImage
# GrayscaleImage has functions like resize, crop etc.
image
=
GrayscaleImage
(
"../images/test.png"
)
cropper
=
LetterCropper
(
image
)
# Crops image; param threshold is optional: LetterCropper(image, threshold=0.9)
# image: GrayscaleImage, threshold: float
cropper
=
LetterCropper
(
image
,
0.9
)
cropped_letter
=
cropper
.
get_cropped_letter
()
lbp
=
LocalBinaryPatternizer
(
cropped_letter
)
# Show difference in shape
print
cropped_letter
.
shape
# Resizes image; param size is optional: NormalizedImage(image, size=DEFAULT)
# image: GrayscaleImage, size: float
norm
=
NormalizedImage
(
cropped_letter
)
resized
=
norm
.
get_normalized_letter
()
# Difference is noticable
print
resized
.
shape
lbp
=
LocalBinaryPatternizer
(
resized
)
feature_vector
=
lbp
.
create_features_vector
()
feature_vector
/=
255
# Prepare for displaying -> 0 - 255 -> 0 - 1
subplot
(
1
2
1
)
subplot
(
1
4
1
)
imshow
(
image
.
data
,
cmap
=
'gray'
)
subplot
(
122
)
subplot
(
142
)
imshow
(
cropped_letter
.
data
,
cmap
=
'gray'
)
subplot
(
143
)
imshow
(
resized
.
data
,
cmap
=
'gray'
)
subplot
(
144
)
imshow
(
feature_vector
,
cmap
=
'gray'
)
axis
(
'off'
)
...
...
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