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83b36bfd79
Program flow is not easily apparent so hopefully ANY comments in the code could help new users.
220 lines
6.6 KiB
C++
220 lines
6.6 KiB
C++
#include <opencv2/core/utility.hpp>
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#include "opencv2/video/tracking.hpp"
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#include "opencv2/imgproc.hpp"
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#include "opencv2/videoio.hpp"
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#include "opencv2/highgui.hpp"
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#include <iostream>
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#include <ctype.h>
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using namespace cv;
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using namespace std;
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Mat image;
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bool backprojMode = false;
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bool selectObject = false;
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int trackObject = 0;
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bool showHist = true;
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Point origin;
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Rect selection;
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int vmin = 10, vmax = 256, smin = 30;
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// User draws box around object to track. This triggers CAMShift to start tracking
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static void onMouse( int event, int x, int y, int, void* )
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{
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if( selectObject )
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{
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selection.x = MIN(x, origin.x);
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selection.y = MIN(y, origin.y);
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selection.width = std::abs(x - origin.x);
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selection.height = std::abs(y - origin.y);
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selection &= Rect(0, 0, image.cols, image.rows);
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}
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switch( event )
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{
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case EVENT_LBUTTONDOWN:
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origin = Point(x,y);
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selection = Rect(x,y,0,0);
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selectObject = true;
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break;
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case EVENT_LBUTTONUP:
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selectObject = false;
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if( selection.width > 0 && selection.height > 0 )
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trackObject = -1; // Set up CAMShift properties in main() loop
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break;
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}
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}
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string hot_keys =
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"\n\nHot keys: \n"
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"\tESC - quit the program\n"
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"\tc - stop the tracking\n"
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"\tb - switch to/from backprojection view\n"
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"\th - show/hide object histogram\n"
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"\tp - pause video\n"
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"To initialize tracking, select the object with mouse\n";
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static void help()
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{
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cout << "\nThis is a demo that shows mean-shift based tracking\n"
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"You select a color objects such as your face and it tracks it.\n"
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"This reads from video camera (0 by default, or the camera number the user enters\n"
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"Usage: \n"
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" ./camshiftdemo [camera number]\n";
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cout << hot_keys;
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}
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const char* keys =
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{
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"{help h | | show help message}{@camera_number| 0 | camera number}"
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};
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int main( int argc, const char** argv )
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{
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VideoCapture cap;
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Rect trackWindow;
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int hsize = 16;
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float hranges[] = {0,180};
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const float* phranges = hranges;
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CommandLineParser parser(argc, argv, keys);
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if (parser.has("help"))
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{
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help();
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return 0;
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}
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int camNum = parser.get<int>(0);
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cap.open(camNum);
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if( !cap.isOpened() )
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{
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help();
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cout << "***Could not initialize capturing...***\n";
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cout << "Current parameter's value: \n";
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parser.printMessage();
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return -1;
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}
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cout << hot_keys;
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namedWindow( "Histogram", 0 );
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namedWindow( "CamShift Demo", 0 );
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setMouseCallback( "CamShift Demo", onMouse, 0 );
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createTrackbar( "Vmin", "CamShift Demo", &vmin, 256, 0 );
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createTrackbar( "Vmax", "CamShift Demo", &vmax, 256, 0 );
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createTrackbar( "Smin", "CamShift Demo", &smin, 256, 0 );
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Mat frame, hsv, hue, mask, hist, histimg = Mat::zeros(200, 320, CV_8UC3), backproj;
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bool paused = false;
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for(;;)
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{
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if( !paused )
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{
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cap >> frame;
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if( frame.empty() )
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break;
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}
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frame.copyTo(image);
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if( !paused )
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{
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cvtColor(image, hsv, COLOR_BGR2HSV);
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if( trackObject )
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{
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int _vmin = vmin, _vmax = vmax;
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inRange(hsv, Scalar(0, smin, MIN(_vmin,_vmax)),
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Scalar(180, 256, MAX(_vmin, _vmax)), mask);
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int ch[] = {0, 0};
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hue.create(hsv.size(), hsv.depth());
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mixChannels(&hsv, 1, &hue, 1, ch, 1);
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if( trackObject < 0 )
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{
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// Object has been selected by user, set up CAMShift search properties once
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Mat roi(hue, selection), maskroi(mask, selection);
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calcHist(&roi, 1, 0, maskroi, hist, 1, &hsize, &phranges);
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normalize(hist, hist, 0, 255, NORM_MINMAX);
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trackWindow = selection;
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trackObject = 1; // Don't set up again, unless user selects new ROI
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histimg = Scalar::all(0);
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int binW = histimg.cols / hsize;
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Mat buf(1, hsize, CV_8UC3);
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for( int i = 0; i < hsize; i++ )
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buf.at<Vec3b>(i) = Vec3b(saturate_cast<uchar>(i*180./hsize), 255, 255);
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cvtColor(buf, buf, COLOR_HSV2BGR);
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for( int i = 0; i < hsize; i++ )
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{
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int val = saturate_cast<int>(hist.at<float>(i)*histimg.rows/255);
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rectangle( histimg, Point(i*binW,histimg.rows),
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Point((i+1)*binW,histimg.rows - val),
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Scalar(buf.at<Vec3b>(i)), -1, 8 );
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}
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}
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// Perform CAMShift
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calcBackProject(&hue, 1, 0, hist, backproj, &phranges);
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backproj &= mask;
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RotatedRect trackBox = CamShift(backproj, trackWindow,
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TermCriteria( TermCriteria::EPS | TermCriteria::COUNT, 10, 1 ));
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if( trackWindow.area() <= 1 )
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{
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int cols = backproj.cols, rows = backproj.rows, r = (MIN(cols, rows) + 5)/6;
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trackWindow = Rect(trackWindow.x - r, trackWindow.y - r,
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trackWindow.x + r, trackWindow.y + r) &
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Rect(0, 0, cols, rows);
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}
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if( backprojMode )
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cvtColor( backproj, image, COLOR_GRAY2BGR );
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ellipse( image, trackBox, Scalar(0,0,255), 3, LINE_AA );
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}
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}
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else if( trackObject < 0 )
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paused = false;
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if( selectObject && selection.width > 0 && selection.height > 0 )
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{
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Mat roi(image, selection);
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bitwise_not(roi, roi);
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}
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imshow( "CamShift Demo", image );
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imshow( "Histogram", histimg );
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char c = (char)waitKey(10);
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if( c == 27 )
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break;
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switch(c)
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{
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case 'b':
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backprojMode = !backprojMode;
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break;
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case 'c':
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trackObject = 0;
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histimg = Scalar::all(0);
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break;
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case 'h':
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showHist = !showHist;
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if( !showHist )
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destroyWindow( "Histogram" );
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else
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namedWindow( "Histogram", 1 );
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break;
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case 'p':
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paused = !paused;
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break;
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default:
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;
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}
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}
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return 0;
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}
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