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submodule
opencv_contrib
Commits
40db9626
Commit
40db9626
authored
Jun 22, 2017
by
sghoshcvc
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textbox_demo.cpp
modules/text/samples/textbox_demo.cpp
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modules/text/samples/textbox_demo.cpp
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40db9626
/*
* dictnet_demo.cpp
*
* Demonstrates simple use of the holistic word classifier in C++
*
* Created on: June 26, 2016
* Author: Anguelos Nicolaou <anguelos.nicolaou AT gmail.com>
*/
#include "opencv2/text.hpp"
#include "opencv2/highgui.hpp"
#include "opencv2/imgproc.hpp"
#include <sstream>
#include <vector>
#include <iostream>
#include <iomanip>
#include <fstream>
inline
std
::
string
getHelpStr
(
std
::
string
progFname
){
std
::
stringstream
out
;
out
<<
" Demo of text detection CNN for text detection."
<<
std
::
endl
;
out
<<
" Max Jaderberg et al.: Reading Text in the Wild with Convolutional Neural Networks, IJCV 2015"
<<
std
::
endl
<<
std
::
endl
;
out
<<
" Usage: "
<<
progFname
<<
" <output_file> <input_image>"
<<
std
::
endl
;
out
<<
" Caffe Model files (textbox.caffemodel, textbox_deploy.prototxt)"
<<
std
::
endl
;
out
<<
" must be in the current directory."
<<
std
::
endl
<<
std
::
endl
;
out
<<
" Obtaining Caffe Model files in linux shell:"
<<
std
::
endl
;
out
<<
" wget http://nicolaou.homouniversalis.org/assets/vgg_text/dictnet_vgg.caffemodel"
<<
std
::
endl
;
out
<<
" wget http://nicolaou.homouniversalis.org/assets/vgg_text/dictnet_vgg_deploy.prototxt"
<<
std
::
endl
;
out
<<
" wget http://nicolaou.homouniversalis.org/assets/vgg_text/dictnet_vgg_labels.txt"
<<
std
::
endl
<<
std
::
endl
;
return
out
.
str
();
}
inline
bool
fileExists
(
std
::
string
filename
)
{
std
::
ifstream
f
(
filename
.
c_str
());
return
f
.
good
();
}
void
textbox_draw
(
cv
::
Mat
&
src
,
std
::
vector
<
cv
::
Rect
>
&
groups
,
std
::
vector
<
float
>
&
probs
,
std
::
vector
<
cv
::
String
>
wordList
,
float
thres
=
0.6
)
{
for
(
int
i
=
0
;
i
<
(
int
)
groups
.
size
();
i
++
)
{
if
(
probs
[
i
]
>
thres
)
{
if
(
src
.
type
()
==
CV_8UC3
)
{
cv
::
rectangle
(
src
,
groups
.
at
(
i
).
tl
(),
groups
.
at
(
i
).
br
(),
cv
::
Scalar
(
0
,
255
,
255
),
3
,
8
);
cv
::
putText
(
src
,
wordList
[
i
],
groups
.
at
(
i
).
tl
()
,
cv
::
FONT_HERSHEY_PLAIN
,
1
,
cv
::
Scalar
(
0
,
0
,
255
));
}
else
rectangle
(
src
,
groups
.
at
(
i
).
tl
(),
groups
.
at
(
i
).
br
(),
cv
::
Scalar
(
255
),
3
,
8
);
}
}
}
int
main
(
int
argc
,
const
char
*
argv
[]){
if
(
!
cv
::
text
::
cnn_config
::
caffe_backend
::
getCaffeAvailable
()){
std
::
cout
<<
"The text module was compiled without Caffe which is the only available DeepCNN backend.
\n
Aborting!
\n
"
;
exit
(
1
);
}
//set to true if you have a GPU with more than 3GB
cv
::
text
::
cnn_config
::
caffe_backend
::
setCaffeGpuMode
(
false
);
if
(
argc
<
3
){
std
::
cout
<<
getHelpStr
(
argv
[
0
]);
std
::
cout
<<
"Insufiecient parameters. Aborting!"
<<
std
::
endl
;
exit
(
1
);
}
if
(
!
fileExists
(
"textbox.caffemodel"
)
||
!
fileExists
(
"textbox_deploy.prototxt"
)){
// !fileExists("dictnet_vgg_labels.txt"))
std
::
cout
<<
getHelpStr
(
argv
[
0
]);
std
::
cout
<<
"Model files not found in the current directory. Aborting!"
<<
std
::
endl
;
exit
(
1
);
}
if
(
fileExists
(
argv
[
1
])){
std
::
cout
<<
getHelpStr
(
argv
[
0
]);
std
::
cout
<<
"Output file must not exist. Aborting!"
<<
std
::
endl
;
exit
(
1
);
}
cv
::
Mat
image
;
image
=
cv
::
imread
(
cv
::
String
(
argv
[
2
]));
std
::
cout
<<
"Starting Text Box Demo"
<<
std
::
endl
;
cv
::
Ptr
<
cv
::
text
::
textDetector
>
textSpotter
=
cv
::
text
::
textDetector
::
create
(
"textbox_deploy.prototxt"
,
"textbox.caffemodel"
);
//cv::Ptr<cv::text::textDetector> wordSpotter=
// cv::text::textDetector::create(cnn);
std
::
cout
<<
"Created Text Spotter with text Boxes"
;
std
::
vector
<
cv
::
Rect
>
bbox
;
std
::
vector
<
float
>
outProbabillities
;
textSpotter
->
textDetectInImage
(
image
,
bbox
,
outProbabillities
);
// textbox_draw(image, bbox,outProbabillities);
float
thres
=
0.6
;
std
::
vector
<
cv
::
Mat
>
imageList
;
for
(
int
imageIdx
=
0
;
imageIdx
<
(
int
)
bbox
.
size
();
imageIdx
++
){
if
(
outProbabillities
[
imageIdx
]
>
thres
){
imageList
.
push_back
(
image
(
bbox
.
at
(
imageIdx
)));
}
}
// call dict net here for all detected parts
cv
::
Ptr
<
cv
::
text
::
DeepCNN
>
cnn
=
cv
::
text
::
DeepCNN
::
createDictNet
(
"dictnet_vgg_deploy.prototxt"
,
"dictnet_vgg.caffemodel"
);
cv
::
Ptr
<
cv
::
text
::
OCRHolisticWordRecognizer
>
wordSpotter
=
cv
::
text
::
OCRHolisticWordRecognizer
::
create
(
cnn
,
"dictnet_vgg_labels.txt"
);
std
::
vector
<
cv
::
String
>
wordList
;
std
::
vector
<
double
>
wordProbabillities
;
wordSpotter
->
recogniseImageBatch
(
imageList
,
wordList
,
wordProbabillities
);
// write the output in file
std
::
ofstream
out
;
out
.
open
(
argv
[
1
]);
for
(
int
i
=
0
;
i
<
(
int
)
wordList
.
size
();
i
++
)
{
cv
::
Point
tl_
=
bbox
.
at
(
i
).
tl
();
cv
::
Point
br_
=
bbox
.
at
(
i
).
br
();
out
<<
argv
[
2
]
<<
","
<<
tl_
.
x
<<
","
<<
tl_
.
y
<<
","
<<
tl_
.
y
<<
","
<<
tl_
.
y
<<
","
<<
br_
.
x
<<
","
<<
br_
.
y
<<
","
<<
wordList
[
i
]
<<
std
::
endl
;
}
out
.
close
();
textbox_draw
(
image
,
bbox
,
outProbabillities
,
wordList
);
cv
::
imshow
(
"TextBox Demo"
,
image
);
std
::
cout
<<
"Done!"
<<
std
::
endl
<<
std
::
endl
;
std
::
cout
<<
"Press any key to exit."
<<
std
::
endl
<<
std
::
endl
;
if
((
cv
::
waitKey
()
&
0xff
)
==
' '
)
return
0
;
}
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