Add Kalman mouse example

master
neingeist 7 years ago
parent 6f6d06ec91
commit f45dd535a0

@ -10,3 +10,6 @@ target_link_libraries( DisplayImage ${OpenCV_LIBS} )
add_executable( SharpenImage SharpenImage.cpp )
target_link_libraries( SharpenImage ${OpenCV_LIBS} )
add_executable( KalmanMouse KalmanMouse.cpp )
target_link_libraries( KalmanMouse ${OpenCV_LIBS} )

@ -0,0 +1,82 @@
// http://opencvexamples.blogspot.com/2014/01/kalman-filter-implementation-tracking.html
// (slightly cleaned up and patched to use opencv's gui functions)
#include "opencv2/highgui/highgui.hpp"
#include "opencv2/video/tracking.hpp"
#define drawCross( center, color, d ) \
line( img, Point( center.x - d, center.y - d ), Point( center.x + d, center.y + d ), color, 2, CV_AA, 0); \
line( img, Point( center.x + d, center.y - d ), Point( center.x - d, center.y + d ), color, 2, CV_AA, 0 )
using namespace cv;
using namespace std;
Point mousePos;
void mouseCallback(int event, int x, int y, int flags, void* userdata) {
if ( event == EVENT_MOUSEMOVE ) {
mousePos.x = x;
mousePos.y = y;
}
}
int main() {
KalmanFilter KF(4, 2, 0);
// intialization of KF...
KF.transitionMatrix = *(Mat_<float>(4, 4) << 1,0,1,0, 0,1,0,1, 0,0,1,0, 0,0,0,1);
Mat_<float> measurement(2,1);
KF.statePre.at<float>(0) = mousePos.x;
KF.statePre.at<float>(1) = mousePos.y;
KF.statePre.at<float>(2) = 0;
KF.statePre.at<float>(3) = 0;
setIdentity(KF.measurementMatrix);
setIdentity(KF.processNoiseCov, Scalar::all(1e-4));
setIdentity(KF.measurementNoiseCov, Scalar::all(10));
setIdentity(KF.errorCovPost, Scalar::all(.1));
// Image to show mouse tracking
Mat img(600, 800, CV_8UC3);
vector<Point> mousev,kalmanv;
mousev.clear();
kalmanv.clear();
namedWindow("mouse kalman", 1);
setMouseCallback("mouse kalman", mouseCallback, NULL);
while(1) {
// First predict, to update the internal statePre variable
Mat prediction = KF.predict();
// The update phase
measurement(0) = mousePos.x;
measurement(1) = mousePos.y;
Mat estimated = KF.correct(measurement);
// Plot
img = Scalar::all(0);
Point statePt(estimated.at<float>(0),estimated.at<float>(1));
Point measPt(measurement(0),measurement(1));
drawCross(statePt, Scalar(255,255,255), 5);
drawCross(measPt, Scalar(0,0,255), 5);
mousev.push_back(measPt);
kalmanv.push_back(statePt);
for (int i = 0; i < mousev.size()-1; i++)
line(img, mousev[i], mousev[i+1], Scalar(255,255,0), 1);
for (int i = 0; i < kalmanv.size()-1; i++)
line(img, kalmanv[i], kalmanv[i+1], Scalar(0,155,255), 1);
imshow("mouse kalman", img);
waitKey(10);
}
return 0;
}
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