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MPAI-Private
MPAI-CAE
arp
Video Analyzer
Commits
0e0fb113
Commit
0e0fb113
authored
Aug 24, 2022
by
Nadir Dalla Pozza
Browse files
GOOD: auto detection of areas, correct processing and good thresholds for BERIO060.
parent
1c630295
Changes
29
Hide whitespace changes
Inline
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build/CMakeFiles/frame_extraction.dir/compiler_depend.internal
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opt/opencv/
lib/libopencv_objdetect.4.5.5.dylib /usr/local/
opt/opencv/
lib/libopencv_calib3d.4.5.5.dylib /usr/local/
opt/opencv/
lib/libopencv_dnn.4.5.5.dylib /usr/local/
opt/opencv/
lib/libopencv_features2d.4.5.5.dylib /usr/local/
opt/opencv/
lib/libopencv_flann.4.5.5.dylib /usr/local/
opt/opencv/
lib/libopencv_photo.4.5.5.dylib /usr/local/
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build/CMakeFiles/frame_extraction.dir/src/script.cpp.o
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h
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.
h
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detail
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generator_bits
.
hpp
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usr
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local
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include
/
boost
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random
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detail
/
generator_seed_seq
.
hpp
\
/
usr
/
local
/
include
/
boost
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random
/
detail
/
polynomial
.
hpp
\
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vector
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uniform_int
.
hpp
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.
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h
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hedley
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hedley_undef
.
hpp
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/
nadir
/
Documents
/
MPAI
-
CAE
/
AIMs
/
VideoAnalyser
/
src
/
rapidxml
-
1.13
/
rapidxml
.
hpp
\
/
Users
/
nadir
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Documents
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MPAI
-
CAE
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AIMs
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VideoAnalyser
/
src
/
utility
.
h
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nadir
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MPAI
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CAE
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AIMs
/
VideoAnalyser
/
src
/
forAudioAnalyser
.
h
build/Makefile
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@@ -68,7 +68,7 @@ CMAKE_BINARY_DIR = /Users/nadir/Documents/MPAI-CAE/AIMs/VideoAnalyser/build
# Special rule for the target edit_cache
edit_cache
:
@
$(CMAKE_COMMAND)
-E
cmake_echo_color
--switch
=
$(COLOR)
--cyan
"Running CMake cache editor..."
/usr/local/Cellar/cmake/3.2
1.0
/bin/ccmake
-S
$(CMAKE_SOURCE_DIR)
-B
$(CMAKE_BINARY_DIR)
/usr/local/Cellar/cmake/3.2
3.2
/bin/ccmake
-S
$(CMAKE_SOURCE_DIR)
-B
$(CMAKE_BINARY_DIR)
.PHONY
:
edit_cache
# Special rule for the target edit_cache
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config/config.json
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@@ -2,10 +2,10 @@
"Brands"
:
true
,
"IrregularityFileInput"
:
"../input/BERIO060.mov_IrregularityFileInput.json"
,
"OutputPath"
:
"../output/"
,
"PreservationAudioVisualFile"
:
"../input/BERIO0
58
.mov"
,
"Speed"
:
1
5
,
"ThresholdPercentual"
:
80
,
"ThresholdPercentual
PinchRoller
"
:
9
0
,
"PreservationAudioVisualFile"
:
"../input/BERIO0
60
.mov"
,
"Speed"
:
7.
5
,
"ThresholdPercentual
Tape
"
:
80
,
"ThresholdPercentual
Capstan
"
:
9
2
,
"MinDist"
:
10
,
"AngleThresh"
:
10000
,
"ScaleThresh"
:
200
,
...
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src/script.cpp
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...
...
@@ -10,18 +10,8 @@
@date 29-06-2022
*/
#include
<filesystem>
#include
<fstream>
#include
<iostream>
#include
<vector>
#include
<dirent.h>
#include
<stdlib.h>
#include
<stdio.h>
#include
<string.h>
#include
<sys/stat.h>
#include
<sys/timeb.h>
#include
<sys/types.h>
#include
<time.h>
#include
<boost/uuid/uuid.hpp>
// uuid class
#include
<boost/uuid/uuid_generators.hpp>
// generators
...
...
@@ -35,14 +25,11 @@
#include
<nlohmann/json.hpp>
#include
"rapidxml-1.13/rapidxml.hpp"
#include
"utility.h"
#include
"forAudioAnalyser.h"
namespace
fs
=
std
::
__fs
::
filesystem
;
using
namespace
cv
;
using
namespace
rapidxml
;
using
namespace
std
;
using
json
=
nlohmann
::
json
;
...
...
@@ -67,8 +54,8 @@ std::string irregularityFileInputPath;
std
::
string
outputPath
;
std
::
string
videoPath
;
float
speed
;
float
thresholdPercentual
;
float
t
hresholdPercentual
PinchRoller
;
float
t
apeT
hresholdPercentual
;
float
capstanT
hresholdPercentual
;
// JSON files
json
configurationFile
;
json
irregularityFileInput
;
...
...
@@ -77,38 +64,98 @@ json irregularityFileOutput2;
// RotatedRect identifying the processing area
RotatedRect
rect
,
rectTape
,
rectCapstan
;
bool
debug
=
true
;
bool
frameDifference
(
cv
::
Mat
prevFrame
,
cv
::
Mat
currentFrame
,
int
msToEnd
)
{
// Processing area
int
areaPixels
=
rect
.
size
.
width
*
rect
.
size
.
height
;
float
differentPixelsThreshold
=
areaPixels
*
thresholdPercentual
/
100
;
// // PinchRoller area
// int pixelsNumberPinchRoller = (xc_r - xc_l) * (yc_d - yc_u);
// float differentPixelsThresholdPinchRoller = (thresholdPercentualPinchRoller * pixelsNumberPinchRoller)/100;
/********************************** Capstan analysis *****************************************/
// In the last minute of the video, check for pinchRoller position for endTape event
if
(
msToEnd
<
60000
)
{
// Capstan area
int
capstanAreaPixels
=
rectCapstan
.
size
.
width
*
rectCapstan
.
size
.
height
;
float
capstanDifferentPixelsThreshold
=
capstanAreaPixels
*
capstanThresholdPercentual
/
100
;
// CODE FROM https://answers.opencv.org/question/497/extract-a-rotatedrect-area/
// matrices we'll use
Mat
M
,
rotatedPrevFrame
,
croppedPrevFrame
,
rotatedCurrentFrame
,
croppedCurrentFrame
;
// get angle and size from the bounding box
float
angle
=
rectCapstan
.
angle
;
Size
rect_size
=
rectCapstan
.
size
;
// thanks to http://felix.abecassis.me/2011/10/opencv-rotation-deskewing/
if
(
rectCapstan
.
angle
<
-
45.
)
{
angle
+=
90.0
;
swap
(
rect_size
.
width
,
rect_size
.
height
);
}
// get the rotation matrix
M
=
getRotationMatrix2D
(
rectCapstan
.
center
,
angle
,
1.0
);
// perform the affine transformation
warpAffine
(
prevFrame
,
rotatedPrevFrame
,
M
,
prevFrame
.
size
(),
INTER_CUBIC
);
warpAffine
(
currentFrame
,
rotatedCurrentFrame
,
M
,
currentFrame
.
size
(),
INTER_CUBIC
);
// crop the resulting image
getRectSubPix
(
rotatedPrevFrame
,
rect_size
,
rectCapstan
.
center
,
croppedPrevFrame
);
getRectSubPix
(
rotatedCurrentFrame
,
rect_size
,
rectCapstan
.
center
,
croppedCurrentFrame
);
// imshow("Current frame", currentFrame);
// imshow("Cropped Current Frame", croppedCurrentFrame);
// waitKey();
// END CODE FROM https://answers.opencv.org/question/497/extract-a-rotatedrect-area/
cv
::
Mat
differenceFrame
=
difference
(
croppedPrevFrame
,
croppedCurrentFrame
);
int
blackPixelsCapstan
=
0
;
for
(
int
i
=
0
;
i
<
croppedCurrentFrame
.
rows
;
i
++
)
{
for
(
int
j
=
0
;
j
<
croppedCurrentFrame
.
cols
;
j
++
)
{
if
(
differenceFrame
.
at
<
cv
::
Vec3b
>
(
i
,
j
)[
0
]
==
0
)
{
// There is a black pixel, then there is a difference between previous and current frames
blackPixelsCapstan
++
;
}
}
}
if
(
blackPixelsCapstan
>
capstanDifferentPixelsThreshold
)
{
savingPinchRoller
=
true
;
return
true
;
}
else
{
savingPinchRoller
=
false
;
}
}
/************************************ Tape analysis ******************************************/
// Tape area
int
tapeAreaPixels
=
rectTape
.
size
.
width
*
rectTape
.
size
.
height
;
float
tapeDifferentPixelsThreshold
=
tapeAreaPixels
*
tapeThresholdPercentual
/
100
;
/***************** Extract matrices corresponding to the processing area *********************/
// Tape area
// CODE FROM https://answers.opencv.org/question/497/extract-a-rotatedrect-area/
// matrices we'll use
Mat
M
,
rotatedPrevFrame
,
croppedPrevFrame
,
rotatedCurrentFrame
,
croppedCurrentFrame
;
// get angle and size from the bounding box
float
angle
=
rect
.
angle
;
Size
rect_size
=
rect
.
size
;
float
angle
=
rect
Tape
.
angle
;
Size
rect_size
=
rect
Tape
.
size
;
// thanks to http://felix.abecassis.me/2011/10/opencv-rotation-deskewing/
if
(
rect
.
angle
<
-
45.
)
{
if
(
rect
Tape
.
angle
<
-
45.
)
{
angle
+=
90.0
;
swap
(
rect_size
.
width
,
rect_size
.
height
);
}
// get the rotation matrix
M
=
getRotationMatrix2D
(
rect
.
center
,
angle
,
1.0
);
M
=
getRotationMatrix2D
(
rect
Tape
.
center
,
angle
,
1.0
);
// perform the affine transformation
warpAffine
(
prevFrame
,
rotatedPrevFrame
,
M
,
prevFrame
.
size
(),
INTER_CUBIC
);
warpAffine
(
currentFrame
,
rotatedCurrentFrame
,
M
,
currentFrame
.
size
(),
INTER_CUBIC
);
// crop the resulting image
getRectSubPix
(
rotatedPrevFrame
,
rect_size
,
rect
.
center
,
croppedPrevFrame
);
getRectSubPix
(
rotatedCurrentFrame
,
rect_size
,
rect
.
center
,
croppedCurrentFrame
);
getRectSubPix
(
rotatedPrevFrame
,
rect_size
,
rect
Tape
.
center
,
croppedPrevFrame
);
getRectSubPix
(
rotatedCurrentFrame
,
rect_size
,
rect
Tape
.
center
,
croppedCurrentFrame
);
// imshow("Current frame", currentFrame);
// imshow("Cropped Current Frame", croppedCurrentFrame);
...
...
@@ -118,32 +165,11 @@ bool frameDifference(cv::Mat prevFrame, cv::Mat currentFrame, int msToEnd) {
cv
::
Mat
differenceFrame
=
difference
(
croppedPrevFrame
,
croppedCurrentFrame
);
int
blackPixelsPinchRoller
=
0
;
int
decEnd
=
(
msToEnd
%
1000
)
/
100
;
int
secEnd
=
(
msToEnd
-
(
msToEnd
%
1000
))
/
1000
;
int
minEnd
=
secEnd
/
60
;
secEnd
=
secEnd
%
60
;
/******************************* PinchRoller analysis ****************************************/
// // In the last minute of the video, check for pinchRoller position for endTape event
// if ((msToEnd < 60000) && pinchRollerRect) {
// for (int i = yc_u; i < yc_d; i++) {
// for (int j = xc_l; j < xc_r; j++) {
// if (differenceFrame.at<cv::Vec3b>(i, j)[0] == 0) {
// // There is a black pixel, then there is a difference between previous and current frames
// blackPixelsPinchRoller++;
// }
// }
// }
// if (blackPixelsPinchRoller > differentPixelsThresholdPinchRoller) {
// savingPinchRoller = true;
// return true;
// } else {
// savingPinchRoller = false;
// }
// }
/****************************** Segment analysis ****************************************/
...
...
@@ -159,11 +185,9 @@ bool frameDifference(cv::Mat prevFrame, cv::Mat currentFrame, int msToEnd) {
}
}
}
mediaCurrFrame
=
totColoreCF
/
areaPixels
;
float
tsh
=
areaPixels
*
thresholdPercentual
/
100
;
mediaCurrFrame
=
totColoreCF
/
tapeAreaPixels
;
if
(
blackPixels
>
t
sh
)
{
if
(
blackPixels
>
t
apeDifferentPixelsThreshold
)
{
if
(
brands
)
{
if
(
mediaPrevFrame
>
(
mediaCurrFrame
+
10
)
||
mediaPrevFrame
<
(
mediaCurrFrame
-
10
))
{
// They are not similar for color average
// Update mediaPrevFrame
...
...
@@ -246,21 +270,24 @@ int processing(cv::VideoCapture videoCapture, std::string fileName) {
// Finding an image containing the whole tape
Point2f
pts
[
4
];
rect
.
points
(
pts
);
cv
::
Mat
subImageNastro
(
frame
,
cv
::
Rect
(
100
,
min
(
pts
[
1
].
y
,
pts
[
2
].
y
),
frame
.
cols
-
100
,
static_cast
<
int
>
(
rect
.
size
.
height
)));
if
(
savingPinchRoller
)
rectCapstan
.
points
(
pts
);
else
rectTape
.
points
(
pts
);
cv
::
Mat
subImage
(
frame
,
cv
::
Rect
(
100
,
min
(
pts
[
1
].
y
,
pts
[
2
].
y
),
frame
.
cols
-
100
,
static_cast
<
int
>
(
rectTape
.
size
.
height
)));
// De-interlacing the image with the whole tape
cv
::
Mat
oddSubImage
(
subImage
Nastro
.
rows
/
2
,
subImage
Nastro
.
cols
,
CV_8UC3
);
int
evenSubImageRows
=
subImage
Nastro
.
rows
/
2
;
if
(
subImage
Nastro
.
rows
%
2
!=
0
)
// If the found rectangle is of odd height, we must increase evenSubImage height by 1, otherwise we have segmentation_fault!!!
cv
::
Mat
oddSubImage
(
subImage
.
rows
/
2
,
subImage
.
cols
,
CV_8UC3
);
int
evenSubImageRows
=
subImage
.
rows
/
2
;
if
(
subImage
.
rows
%
2
!=
0
)
// If the found rectangle is of odd height, we must increase evenSubImage height by 1, otherwise we have segmentation_fault!!!
evenSubImageRows
+=
1
;
cv
::
Mat
evenSubImage
(
evenSubImageRows
,
subImage
Nastro
.
cols
,
CV_8UC3
);
separateFrame
(
subImage
Nastro
,
oddSubImage
,
evenSubImage
);
cv
::
Mat
evenSubImage
(
evenSubImageRows
,
subImage
.
cols
,
CV_8UC3
);
separateFrame
(
subImage
,
oddSubImage
,
evenSubImage
);
std
::
string
timeLabel
=
getTimeLabel
(
ms
);
std
::
string
safeTimeLabel
=
getSafeTimeLabel
(
ms
);
saveIrregularityImage
(
safeTimeLabel
,
fileName
,
oddFrame
,
oddSubImage
);
saveIrregularityImage
(
safeTimeLabel
,
fileName
,
oddFrame
,
oddSubImage
,
savingPinchRoller
);
// Append Irregularity information to JSON
boost
::
uuids
::
uuid
uuid
=
boost
::
uuids
::
random_generator
()();
...
...
@@ -313,9 +340,6 @@ bool findProcessingAreas(json configurationFile) {
/******************************************* JSON PARAMETERS *******************************************/
// Returned variable
bool
found
=
false
;
// Read parameters from JSON
int
minDist
,
angleThresh
,
scaleThresh
,
posThresh
,
minDistTape
,
angleThreshTape
,
scaleThreshTape
,
posThreshTape
,
minDistCapstan
,
angleThreshCapstan
,
scaleThreshCapstan
,
posThreshCapstan
;
try
{
...
...
@@ -561,10 +585,11 @@ bool findProcessingAreas(json configurationFile) {
}
cout
<<
endl
;
imshow
(
"Tape area(s)"
,
myFrame
);
waitKey
();
// Shows the detected areas
// imshow("Tape area(s)", myFrame);
// waitKey();
return
found
;
return
true
;
}
...
...
@@ -582,8 +607,8 @@ int main(int argc, char** argv) {
outputPath
=
configurationFile
[
"OutputPath"
];
videoPath
=
configurationFile
[
"PreservationAudioVisualFile"
];
speed
=
configurationFile
[
"Speed"
];
thresholdPercentual
=
configurationFile
[
"ThresholdPercentual"
];
t
hresholdPercentual
PinchRoller
=
configurationFile
[
"ThresholdPercentual
PinchRoller
"
];
t
apeT
hresholdPercentual
=
configurationFile
[
"ThresholdPercentual
Tape
"
];
capstanT
hresholdPercentual
=
configurationFile
[
"ThresholdPercentual
Capstan
"
];
}
catch
(
nlohmann
::
detail
::
type_error
e
)
{
std
::
cerr
<<
"
\033
[1;31mconfig.json error!
\033
[0;31m
\n
"
<<
e
.
what
()
<<
std
::
endl
;
return
-
1
;
...
...
@@ -603,23 +628,25 @@ int main(int argc, char** argv) {
std
::
cerr
<<
"
\033
[1;31mconfig.json error!
\033
[0;31m
\n
Speed parameter must be 7.5 or 15 ips."
<<
std
::
endl
;
return
-
1
;
}
if
(
thresholdPercentual
<
0
||
thresholdPercentual
>
100
)
{
if
(
t
apeT
hresholdPercentual
<
0
||
t
apeT
hresholdPercentual
>
100
)
{
std
::
cerr
<<
"
\033
[1;31mconfig.json error!
\033
[0;31m
\n
ThresholdPercentual parameter must be a percentage value."
<<
std
::
endl
;
return
-
1
;
}
if
(
t
hresholdPercentual
PinchRoller
<
0
||
t
hresholdPercentual
PinchRoller
>
100
)
{
if
(
capstanT
hresholdPercentual
<
0
||
capstanT
hresholdPercentual
>
100
)
{
std
::
cerr
<<
"
\033
[1;31mconfig.json error!
\033
[0;31m
\n
ThresholdPercentual parameter must be a percentage value."
<<
std
::
endl
;
return
-
1
;
}
// Speed reference = 7.5
// If the speed is 15, then increase threshold percentual by 4 to have similar detection performance
if
(
speed
==
15
)
thresholdPercentual
+=
4
;
t
apeT
hresholdPercentual
+=
4
;
std
::
cout
<<
"
\n
Parameters from config.json file:"
<<
std
::
endl
;
std
::
cout
<<
" Brands: "
<<
brands
<<
std
::
endl
;
std
::
cout
<<
" Speed: "
<<
speed
<<
std
::
endl
;
std
::
cout
<<
" ThresholdPercentual: "
<<
thresholdPercentual
<<
std
::
endl
;
std
::
cout
<<
" ThresholdPercentual
PinchRoller: "
<<
t
hresholdPercentual
PinchRoller
<<
std
::
endl
;
std
::
cout
<<
" ThresholdPercentual: "
<<
t
apeT
hresholdPercentual
<<
std
::
endl
;
std
::
cout
<<
" ThresholdPercentual
Capstan: "
<<
capstanT
hresholdPercentual
<<
std
::
endl
;
std
::
cout
<<
std
::
endl
;
// Read input JSON
...
...
@@ -654,18 +681,18 @@ int main(int argc, char** argv) {
ofstream
myFile
;
myFile
.
open
(
"log.txt"
,
ios
::
app
);
myFile
<<
endl
<<
fileName
<<
endl
;
myFile
<<
"tsh: "
<<
thresholdPercentual
<<
" tshp: "
<<
t
hresholdPercentual
PinchRoller
<<
std
::
endl
;
myFile
<<
"tsh: "
<<
t
apeT
hresholdPercentual
<<
" tshp: "
<<
capstanT
hresholdPercentual
<<
std
::
endl
;
myFile
<<
ts
;
// No endline character for avoiding middle blank line.
if
(
found
)
{
std
::
cout
<<
"Processing area found!"
<<
endl
;
myFile
<<
"Processing area found!"
<<
endl
;
std
::
cout
<<
"Processing area
s
found!"
<<
endl
;
myFile
<<
"Processing area
s
found!"
<<
endl
;
myFile
.
close
();
}
else
{
std
::
cout
<<
"Processing area not found. Try changing JSON parameters."
<<
endl
;
myFile
<<
"Processing area not found."
<<
endl
;
myFile
.
close
();
return
1
;
// Program terminated early
return
-
1
;
// Program terminated early
}
/********************************* MAKE REQUIRED DIRECTORIES *********************************/
...
...
src/utility.h
View file @
0e0fb113
...
...
@@ -4,7 +4,6 @@
namespace
fs
=
std
::
__fs
::
filesystem
;
using
namespace
cv
;
using
namespace
rapidxml
;
using
namespace
std
;
std
::
string
pathBrand
,
pathFullFrame
,
pathTape
,
pathTape224
,
pathEndTape
;
...
...
@@ -51,7 +50,7 @@ void makeDirectories(std::string fileName, std::string outputPath, bool brands)
int
capsDirectory
=
fs
::
create_directory
(
pathEndTape
);
}
void
saveIrregularityImage
(
std
::
string
safeTimeLabel
,
std
::
string
fileName
,
cv
::
Mat
frame
,
cv
::
Mat
subFrame
)
{
void
saveIrregularityImage
(
std
::
string
safeTimeLabel
,
std
::
string
fileName
,
cv
::
Mat
frame
,
cv
::
Mat
subFrame
,
bool
endFrame
)
{
// if (savingPinchRoller) {
// cv::imwrite(pathEndTape + "/" + fileName + "_" + safeTimeLabel + ".jpg", frame);
...
...
@@ -59,13 +58,20 @@ void saveIrregularityImage(std::string safeTimeLabel, std::string fileName, cv::
// cv::imwrite(pathBrand + "/" + fileName + "_" + safeTimeLabel + ".jpg", frame);
// savingBrand = false;
// } else {
// Writing image
cv
::
imwrite
(
pathFullFrame
+
"/"
+
fileName
+
"_"
+
safeTimeLabel
+
".jpg"
,
frame
);
cv
::
imwrite
(
pathTape
+
"/"
+
fileName
+
"_"
+
safeTimeLabel
+
".jpg"
,
subFrame
);
if
(
!
endFrame
)
{
cv
::
imwrite
(
pathTape
+
"/"
+
fileName
+
"_"
+
safeTimeLabel
+
".jpg"
,
subFrame
);
}
else
{
cv
::
imwrite
(
pathEndTape
+
"/"
+
fileName
+
"_"
+
safeTimeLabel
+
".jpg"
,
subFrame
);
}
cv
::
Mat
resized224Nas
;
cv
::
resize
(
subFrame
,
resized224Nas
,
cv
::
Size
(
224
,
224
));
cv
::
imwrite
(
pathTape224
+
"/"
+
fileName
+
"_"
+
safeTimeLabel
+
".jpg"
,
resized224Nas
);
// }
}
...
...
@@ -210,7 +216,7 @@ void detectShape(Ptr<GeneralizedHoughGuil> alg, Mat templateShape, int posThresh
alg
->
detect
(
processingArea
,
positivePositions
,
positiveVotes
);
// Detect all available shapes
break
;
}
else
if
(
currentSize
==
0
&&
oldSizePositive
==
0
)
{
// Impossible to f
ou
nd with these parameters
// Impossible to f
i
nd with these parameters
std
::
cout
<<
"
\033
[0;31mNot found for positive angles.
\033
[0m"
<<
endl
;
break
;
}
...
...
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