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12 changes: 12 additions & 0 deletions include/tracking.hpp
Original file line number Diff line number Diff line change
Expand Up @@ -4,10 +4,22 @@
#include <string>

#include "opencv2/core/core.hpp"
#include "opencv2/opencv.hpp"

class Tracker {
public:
static std::shared_ptr<Tracker> CreateTracker(const std::string &name);
virtual bool Init(const cv::Mat &frame, const cv::Rect &roi) = 0;
virtual cv::Rect Track(const cv::Mat &frame) = 0;
};

class MedianFlowTracker : public Tracker
{
public:
virtual bool Init(const cv::Mat &frame, const cv::Rect &roi);
virtual cv::Rect Track(const cv::Mat &frame);

protected:
cv::Rect position_;
cv::Mat frame_;
};
109 changes: 109 additions & 0 deletions samples/tracking_demo.cpp
Original file line number Diff line number Diff line change
@@ -0,0 +1,109 @@
#include <memory>
#include <string>
#include "tracking.hpp"

using namespace std;
using namespace cv;

struct MouseCallbackState
{
bool is_selection_started;
bool is_selection_finished;
Point point_first;
Point point_second;
};

void OnMouse(int event, int x, int y, int flags, void* param)
{
MouseCallbackState* mouse = (MouseCallbackState*)param;

switch (event)
{
case EVENT_LBUTTONDOWN:

mouse->is_selection_started = true;
mouse->is_selection_finished = false;
mouse->point_first.x = x;
mouse->point_first.y = y;
break;

case EVENT_LBUTTONUP:

mouse->is_selection_started = false;
mouse->is_selection_finished = true;
if (mouse->point_first.x != x && mouse->point_first.y != y)
{
mouse->point_second.x = x;
mouse->point_second.y = y;
}
break;

case EVENT_MOUSEMOVE:

if (mouse->is_selection_finished == false)
{
mouse->point_second.x = x;
mouse->point_second.y = y;
}
break;
}

}
int main(int argc, const char** argv)
{
//init
VideoCapture capture;
Mat frame;
Rect roi;
MedianFlowTracker track;
char c;
MouseCallbackState p;
std::string vidName = "C:\\MyProjects\\itseez-ss-2016-practice\\test\\test_data\\video\\pedestrians.mpg";
bool flag = capture.open(vidName);
namedWindow("Track");
setMouseCallback("Track", OnMouse, &p);

if (flag)
{
flag = capture.read(frame);

if (frame.empty())
{
cout<< " --(!) No captured frame -- Break!";
return -1;
}

imshow("Track", frame);
// select obj
while (1)
{
c = waitKey(1000);
roi = Rect(p.point_first, p.point_second);
if ((p.point_first.x < p.point_second.x) && (p.point_first.y < p.point_second.y) && !roi.empty()) break;
}
rectangle(frame, roi, Scalar(255, 0, 255));//draw rect
imshow("Track", frame);

waitKey(1000);

if (!track.Init(frame, roi))
{
cout << "Init error";
return -1;
}

while (capture.read(frame))
{
roi = track.Track(frame);
rectangle(frame, roi, Scalar(255, 0, 255));//draw rect
imshow("Track", frame);
c = waitKey(33);
if (c == 27) break;
}
capture.release();
}
else
cout << "--(!)Error opening video capture" << endl;
waitKey(0);
return 0;
}
90 changes: 86 additions & 4 deletions src/tracking.cpp
Original file line number Diff line number Diff line change
@@ -1,13 +1,95 @@
#include "tracking.hpp"

#include <iostream>
#include <algorithm>

using std::string;
using std::shared_ptr;
using namespace cv;

shared_ptr<Tracker> Tracker::CreateTracker(const string &name) {
std::cerr << "Failed to create tracker with name '" << name << "'"
<< std::endl;
return nullptr;
shared_ptr<Tracker> Tracker::CreateTracker(const string &name)
{
if (name == "median_flow")
{
return std::make_shared<MedianFlowTracker>();
}
else
{
std::cerr << "Failed to create tracker with name '" << name << "'"
<< std::endl;
return nullptr;
}

}

bool MedianFlowTracker::Init(const cv::Mat &frame, const cv::Rect &roi)
{
if (frame.empty()) return false;
if (roi.empty()) return false;
frame_ = frame;
position_ = roi;
return true;
}

cv::Rect MedianFlowTracker::Track(const cv::Mat & frame)
{
//init
TermCriteria termcrit(TermCriteria::COUNT | TermCriteria::EPS, 20, 0.03);
Size subPixWinSize(10, 10), winSize(31, 31);
Mat tmp, tmp_gray, next_gray, prev_gray;
std::vector<Point2f> features_prev, features_next; // Mat?
std::vector<uchar> status;
std::vector<float> err;
tmp = frame_(position_);
//frame_(position_).copyTo(tmp);

// find features
cvtColor(tmp, tmp_gray, COLOR_BGR2GRAY);
goodFeaturesToTrack(tmp_gray, features_prev, 100 , 0.01, 10);
assert(features_prev.size() > 0);

//calc optical flow
cvtColor(frame_, prev_gray, COLOR_BGR2GRAY);
cvtColor(frame, next_gray, COLOR_BGR2GRAY);
calcOpticalFlowPyrLK(prev_gray, next_gray, features_prev, features_next, status, err,
winSize, 3, termcrit, 0, 0.001);

//filtration bad points

size_t i, k; // counters

for( i = k = 0; i < features_next.size(); i++ )
{
if (!status[i])
continue;
features_prev[k] = features_prev[i];
features_next[k++] = features_next[i];

}
features_prev.resize(k); // new points
features_next.resize(k);

//find median X and Y offsets
std::vector<float> offsetX;
std::vector <float> offsetY;
Point2f newObjCenter;

for (i = 0; i < features_next.size(); i++)
{
offsetX.push_back( features_next[i].x - features_prev[i].x);
offsetY.push_back( features_next[i].y - features_prev[i].y);
}

float medianX , medianY;

std::sort(offsetX.begin(), offsetX.end());
std::sort(offsetY.begin(), offsetY.end());

medianX = (int)offsetX[offsetX.size()/2];
medianY = (int)offsetY[offsetY.size()/2];

// new rect position
Rect newPos(medianX - position_.width / 2, medianY - position_.height / 2, position_.width, position_.height);

return newPos;
}