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UpperBodyDetector.cpp
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158 lines (135 loc) · 6.24 KB
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//
// Created by davy on 4/13/15.
//
#include <iostream>
#include <opencv2/opencv.hpp>
#include "ObjectDetector.h"
#include <dlib/image_processing/frontal_face_detector.h>
#include <dlib/opencv.h>
#include "LKT_Tracker.h"
using namespace cv;
using namespace std;
const char *faceCascadeFilename1 = "../haarcascade_upperbody.xml";
const char *faceCascadeFilename2 = "../HS.xml";
const int DETECTION_WIDTH = 640;
void initWebcam(cv::VideoCapture &cap, int cameraNumber,int width, int height)
{
cap.open(cameraNumber);
if(!cap.isOpened())
{
cerr << "ERROR: could not acces this camera or video!" << endl;
exit(1);
}
//Try to set camera resolution
cap.set(CV_CAP_PROP_FRAME_WIDTH, width);
cap.set(CV_CAP_PROP_FRAME_HEIGHT, height);
}
enum STATES {UB_DECTECTION=0, FACE_TRACKING, UB_TRACKING};
const char* STATE_NAMES[] = {"UpperBody detection", "Face tracking",
"UpperBody tracking"};
STATES state = UB_DECTECTION;
void startTracking(VideoCapture &videoCapture)
{
Mat webcamImage;
ObjectDetector bodyDetector1;
ObjectDetector bodyDetector2;
bodyDetector1.initDetector(faceCascadeFilename1);
bodyDetector2.initDetector(faceCascadeFilename2);
// Adding dlib facedetector
dlib::frontal_face_detector detector = dlib::get_frontal_face_detector();
// Initialize tracker
LKT_Tracker *faceTracker = new LKT_Tracker(40);
LKT_Tracker *UB_tracker = new LKT_Tracker(100);
namedWindow("Upperbody");
while(true)
{
videoCapture >> webcamImage;
switch(state)
{
case UB_DECTECTION:
{
Rect rect;
bodyDetector1.detectBiggestObject(webcamImage, rect, 320);
cout << "Mode: UB_DETECTION" << endl;
if (rect.width > 0) // Upperbody detected!
{
Rect rect1;
bodyDetector2.detectBiggestObject(webcamImage,rect1,320);
Rect intersect = rect1 & rect;
if(intersect.area() > rect.area()/2)
{
//valid upperbody!
//Start tracking!
UB_tracker->updateTracker(webcamImage, rect1);
state = UB_TRACKING;
}
}
}
break;
case FACE_TRACKING:
{
cout << "Mode: face tracking" << endl;
faceTracker->track(webcamImage);
// Try to update the tracker with a face detection //will do this every 4th frame
static int counter = 0;
if(counter++%4 == 0)
{
dlib::cv_image<dlib::bgr_pixel> cv(webcamImage);
dlib::array2d<dlib::rgb_pixel> imgDlib;
dlib::assign_image(imgDlib, cv);
std::vector<dlib::rectangle> dets = detector(imgDlib);
if (dets.size() > 0) { // Face detected -> update tracker
Rect faceRect =
Rect(dets[0].left(), dets[0].top(), dets[0].width(),
dets[0].height()) & Rect(0, 0, 640, 480);
// Start tracker
faceTracker->updateTracker(webcamImage, faceRect);
}
}
} break;
case UB_TRACKING:
{
cout << "Mode: UB_tracking" << endl;
//Try to update tracker;
Rect rect1;
bodyDetector2.detectBiggestObject(webcamImage,rect1,320);
if(((Rect)(rect1 & UB_tracker->getRect())).area() > UB_tracker->getRect().area()*0.8 && rect1.area() < UB_tracker->getRect().area()*1.2)
{
UB_tracker->updateTracker(webcamImage, rect1);
}
else {
UB_tracker->track(webcamImage);
}
// Try to update the tracker with a face detection //will do this every 4th frame
static int counter = 0;
if (counter++ % 4 == 0) {
dlib::cv_image<dlib::bgr_pixel> cv(webcamImage);
dlib::array2d<dlib::rgb_pixel> imgDlib;
dlib::assign_image(imgDlib, cv);
std::vector<dlib::rectangle> dets = detector(imgDlib);
if (dets.size() > 0) { // Face detected -> update tracker
Rect faceRect =
Rect(dets[0].left(), dets[0].top(), dets[0].width(),
dets[0].height()) & Rect(0, 0, 640, 480);
// Start tracker
faceTracker->updateTracker(webcamImage, faceRect);
state = FACE_TRACKING;
}
}
} break;
};
imshow("Upperbody", webcamImage);
if(waitKey(10) >= 0)
{
cout << "App finished" << endl;
break;
}
}
}
int main(int argc, char** argv)
{
VideoCapture cap;
initWebcam(cap, 0, 640, 480);
startTracking(cap);
return 0;
}