|
|
|
#include <iostream>
|
|
|
|
#include <vector>
|
|
|
|
#include <sstream>
|
|
|
|
|
|
|
|
#include "opencv2/core.hpp"
|
|
|
|
#include "opencv2/core/utility.hpp"
|
|
|
|
#include "opencv2/highgui.hpp"
|
|
|
|
#include "opencv2/video.hpp"
|
|
|
|
#include "opencv2/cudaoptflow.hpp"
|
|
|
|
#include "opencv2/cudaarithm.hpp"
|
|
|
|
|
|
|
|
using namespace std;
|
|
|
|
using namespace cv;
|
|
|
|
using namespace cv::cuda;
|
|
|
|
|
|
|
|
template <typename T>
|
|
|
|
inline T mapVal(T x, T a, T b, T c, T d)
|
|
|
|
{
|
|
|
|
x = ::max(::min(x, b), a);
|
|
|
|
return c + (d-c) * (x-a) / (b-a);
|
|
|
|
}
|
|
|
|
|
|
|
|
static void colorizeFlow(const Mat &u, const Mat &v, Mat &dst)
|
|
|
|
{
|
|
|
|
double uMin, uMax;
|
|
|
|
cv::minMaxLoc(u, &uMin, &uMax, 0, 0);
|
|
|
|
double vMin, vMax;
|
|
|
|
cv::minMaxLoc(v, &vMin, &vMax, 0, 0);
|
|
|
|
uMin = ::abs(uMin); uMax = ::abs(uMax);
|
|
|
|
vMin = ::abs(vMin); vMax = ::abs(vMax);
|
|
|
|
float dMax = static_cast<float>(::max(::max(uMin, uMax), ::max(vMin, vMax)));
|
|
|
|
|
|
|
|
dst.create(u.size(), CV_8UC3);
|
|
|
|
for (int y = 0; y < u.rows; ++y)
|
|
|
|
{
|
|
|
|
for (int x = 0; x < u.cols; ++x)
|
|
|
|
{
|
|
|
|
dst.at<uchar>(y,3*x) = 0;
|
|
|
|
dst.at<uchar>(y,3*x+1) = (uchar)mapVal(-v.at<float>(y,x), -dMax, dMax, 0.f, 255.f);
|
|
|
|
dst.at<uchar>(y,3*x+2) = (uchar)mapVal(u.at<float>(y,x), -dMax, dMax, 0.f, 255.f);
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
int main(int argc, char **argv)
|
|
|
|
{
|
|
|
|
CommandLineParser cmd(argc, argv,
|
|
|
|
"{ l left | ../data/basketball1.png | specify left image }"
|
|
|
|
"{ r right | ../data/basketball2.png | specify right image }"
|
|
|
|
"{ h help | | print help message }");
|
|
|
|
|
|
|
|
cmd.about("Farneback's optical flow sample.");
|
|
|
|
if (cmd.has("help") || !cmd.check())
|
|
|
|
{
|
|
|
|
cmd.printMessage();
|
|
|
|
cmd.printErrors();
|
|
|
|
return 0;
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
string pathL = cmd.get<string>("left");
|
|
|
|
string pathR = cmd.get<string>("right");
|
|
|
|
if (pathL.empty()) cout << "Specify left image path\n";
|
|
|
|
if (pathR.empty()) cout << "Specify right image path\n";
|
|
|
|
if (pathL.empty() || pathR.empty()) return -1;
|
|
|
|
|
|
|
|
Mat frameL = imread(pathL, IMREAD_GRAYSCALE);
|
|
|
|
Mat frameR = imread(pathR, IMREAD_GRAYSCALE);
|
|
|
|
if (frameL.empty()) cout << "Can't open '" << pathL << "'\n";
|
|
|
|
if (frameR.empty()) cout << "Can't open '" << pathR << "'\n";
|
|
|
|
if (frameL.empty() || frameR.empty()) return -1;
|
|
|
|
|
|
|
|
GpuMat d_frameL(frameL), d_frameR(frameR);
|
|
|
|
GpuMat d_flow;
|
|
|
|
Ptr<cuda::FarnebackOpticalFlow> d_calc = cuda::FarnebackOpticalFlow::create();
|
|
|
|
Mat flowxy, flowx, flowy, image;
|
|
|
|
|
|
|
|
bool running = true, gpuMode = true;
|
|
|
|
int64 t, t0=0, t1=1, tc0, tc1;
|
|
|
|
|
|
|
|
cout << "Use 'm' for CPU/GPU toggling\n";
|
|
|
|
|
|
|
|
while (running)
|
|
|
|
{
|
|
|
|
t = getTickCount();
|
|
|
|
|
|
|
|
if (gpuMode)
|
|
|
|
{
|
|
|
|
tc0 = getTickCount();
|
|
|
|
d_calc->calc(d_frameL, d_frameR, d_flow);
|
|
|
|
tc1 = getTickCount();
|
|
|
|
|
|
|
|
GpuMat planes[2];
|
|
|
|
cuda::split(d_flow, planes);
|
|
|
|
|
|
|
|
planes[0].download(flowx);
|
|
|
|
planes[1].download(flowy);
|
|
|
|
}
|
|
|
|
else
|
|
|
|
{
|
|
|
|
tc0 = getTickCount();
|
|
|
|
calcOpticalFlowFarneback(
|
|
|
|
frameL, frameR, flowxy, d_calc->getPyrScale(), d_calc->getNumLevels(), d_calc->getWinSize(),
|
|
|
|
d_calc->getNumIters(), d_calc->getPolyN(), d_calc->getPolySigma(), d_calc->getFlags());
|
|
|
|
tc1 = getTickCount();
|
|
|
|
|
|
|
|
Mat planes[] = {flowx, flowy};
|
|
|
|
split(flowxy, planes);
|
|
|
|
flowx = planes[0]; flowy = planes[1];
|
|
|
|
}
|
|
|
|
|
|
|
|
colorizeFlow(flowx, flowy, image);
|
|
|
|
|
|
|
|
stringstream s;
|
|
|
|
s << "mode: " << (gpuMode?"GPU":"CPU");
|
|
|
|
putText(image, s.str(), Point(5, 25), FONT_HERSHEY_SIMPLEX, 1., Scalar(255,0,255), 2);
|
|
|
|
|
|
|
|
s.str("");
|
|
|
|
s << "opt. flow FPS: " << cvRound((getTickFrequency()/(tc1-tc0)));
|
|
|
|
putText(image, s.str(), Point(5, 65), FONT_HERSHEY_SIMPLEX, 1., Scalar(255,0,255), 2);
|
|
|
|
|
|
|
|
s.str("");
|
|
|
|
s << "total FPS: " << cvRound((getTickFrequency()/(t1-t0)));
|
|
|
|
putText(image, s.str(), Point(5, 105), FONT_HERSHEY_SIMPLEX, 1., Scalar(255,0,255), 2);
|
|
|
|
|
|
|
|
imshow("flow", image);
|
|
|
|
|
|
|
|
char ch = (char)waitKey(3);
|
|
|
|
if (ch == 27)
|
|
|
|
running = false;
|
|
|
|
else if (ch == 'm' || ch == 'M')
|
|
|
|
gpuMode = !gpuMode;
|
|
|
|
|
|
|
|
t0 = t;
|
|
|
|
t1 = getTickCount();
|
|
|
|
}
|
|
|
|
|
|
|
|
return 0;
|
|
|
|
}
|