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- #include <iostream>
- #include <vector>
- #include <sstream>
- #include <cmath>
- #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;
- }
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