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submodule
opencv
Commits
fa7e4589
Commit
fa7e4589
authored
Sep 01, 2011
by
Alexander Mordvintsev
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obj_detect.py sample removed
parent
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obj_detect.py
samples/python2/obj_detect.py
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samples/python2/obj_detect.py
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abdd342d
import
numpy
as
np
import
cv2
def
detect
(
img
,
cascade
):
rects
=
cascade
.
detectMultiScale
(
img
,
scaleFactor
=
1.1
,
minNeighbors
=
5
,
minSize
=
(
30
,
30
))
if
len
(
rects
)
==
0
:
return
[]
rects
[:,
2
:]
+=
rects
[:,:
2
]
return
rects
def
detect_turned
(
img
,
cascade
):
img
=
cv2
.
cvtColor
(
img
,
cv2
.
COLOR_BGR2GRAY
)
img
=
cv2
.
equalizeHist
(
img
)
img_t
=
cv2
.
transpose
(
img
)
img_cw
=
cv2
.
flip
(
img_t
,
1
)
img_ccw
=
cv2
.
flip
(
img_t
,
0
)
r
=
detect
(
img
,
cascade
)
r_cw
=
detect
(
img_cw
,
cascade
)
r_ccw
=
detect
(
img_ccw
,
cascade
)
h
,
w
=
img
.
shape
[:
2
]
rects
=
[]
rects
+=
[(
x1
,
y1
,
x2
,
y2
,
1
,
0
)
for
x1
,
y1
,
x2
,
y2
in
r
]
rects
+=
[(
y1
,
h
-
x1
-
1
,
y2
,
h
-
x2
-
1
,
0
,
-
1
)
for
x1
,
y1
,
x2
,
y2
in
r_cw
]
rects
+=
[(
w
-
y1
-
1
,
x1
,
w
-
y2
-
1
,
x2
,
0
,
1
)
for
x1
,
y1
,
x2
,
y2
in
r_ccw
]
return
rects
def
process_image
(
fn
,
cascade
,
extract_faces
=
True
):
img
=
cv2
.
imread
(
fn
)
h
,
w
=
img
.
shape
[:
2
]
scale
=
max
(
h
,
w
)
/
512.0
small
=
cv2
.
resize
(
img
,
(
int
(
w
/
scale
),
int
(
h
/
scale
)),
interpolation
=
cv2
.
INTER_AREA
)
rects
=
detect_turned
(
small
,
cascade
)
for
i
,
(
x1
,
y1
,
x2
,
y2
,
vx
,
vy
)
in
enumerate
(
rects
):
cv2
.
rectangle
(
small
,
(
x1
,
y1
),
(
x2
,
y2
),
(
0
,
255
,
0
))
cv2
.
circle
(
small
,
(
x1
,
y1
),
2
,
(
0
,
0
,
255
),
-
1
)
cv2
.
putText
(
small
,
str
(
i
),
((
x1
+
x2
)
/
2
,
(
y1
+
y2
)
/
2
),
cv2
.
FONT_HERSHEY_PLAIN
,
1.0
,
(
0
,
255
,
0
))
rects
=
np
.
float32
(
rects
)
.
reshape
(
-
1
,
6
)
rects
[:,:
4
]
=
np
.
around
(
rects
[:,:
4
]
*
scale
)
faces
=
[]
if
extract_faces
:
path
,
name
,
ext
=
splitfn
(
fn
)
face_sz
=
256
for
i
,
r
in
enumerate
(
rects
):
p1
,
p2
,
u
=
r
.
reshape
(
3
,
2
)
v
=
np
.
float32
(
[
-
u
[
1
],
u
[
0
]]
)
w
=
np
.
abs
(
p2
-
p1
)
.
max
()
fscale
=
w
/
face_sz
p0
=
0.5
*
(
p1
+
p2
-
w
*
(
u
+
v
))
M
=
np
.
float32
([
u
*
fscale
,
v
*
fscale
,
p0
])
.
T
face
=
cv2
.
warpAffine
(
img
,
M
,
(
face_sz
,
face_sz
),
flags
=
cv2
.
WARP_INVERSE_MAP
|
cv2
.
INTER_AREA
)
faces
.
append
(
face
)
return
small
,
rects
,
faces
if
__name__
==
'__main__'
:
import
sys
import
getopt
from
glob
import
glob
from
common
import
splitfn
,
image_extensions
args
,
img_args
=
getopt
.
getopt
(
sys
.
argv
[
1
:],
''
,
[
'cascade='
,
'outdir='
])
args
=
dict
(
args
)
cascade_fn
=
args
.
get
(
'--cascade'
,
"../../data/haarcascades/haarcascade_frontalface_alt.xml"
)
outdir
=
args
.
get
(
'--outdir'
)
img_list
=
[]
if
len
(
img_args
)
==
0
:
img_list
=
[
'../cpp/lena.jpg'
]
else
:
for
mask
in
img_args
:
img_list
.
extend
(
glob
(
mask
))
img_list
=
[
fn
for
fn
in
img_list
if
splitfn
(
fn
)[
-
1
]
.
lower
()
in
image_extensions
]
cascade
=
cv2
.
CascadeClassifier
(
cascade_fn
)
for
i
,
fn
in
enumerate
(
img_list
):
print
'
%
d /
%
d
%
s'
%
(
i
+
1
,
len
(
img_list
),
fn
),
vis
,
rects
,
faces
=
process_image
(
fn
,
cascade
)
if
len
(
faces
)
>
0
and
outdir
is
not
None
:
path
,
name
,
ext
=
splitfn
(
fn
)
cv2
.
imwrite
(
'
%
s/
%
s_all.bmp'
%
(
outdir
,
name
),
vis
)
for
face_i
,
face
in
enumerate
(
faces
):
cv2
.
imwrite
(
'
%
s/
%
s_obj
%02
d.bmp'
%
(
outdir
,
name
,
face_i
),
face
)
print
' -
%
d object(s) found'
%
len
(
faces
)
cv2
.
imshow
(
'img'
,
vis
)
cv2
.
waitKey
(
50
)
cv2
.
waitKey
()
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