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- #include <iostream>
- #include <vector>
- #include <iomanip>
- #include "opencv2/core/utility.hpp"
- #include "opencv2/imgcodecs.hpp"
- #include "opencv2/videoio.hpp"
- #include "opencv2/highgui.hpp"
- #include "opencv2/core/ocl.hpp"
- #include "opencv2/video/video.hpp"
- using namespace std;
- using namespace cv;
- typedef unsigned char uchar;
- #define LOOP_NUM 10
- int64 work_begin = 0;
- int64 work_end = 0;
- static void workBegin()
- {
- work_begin = getTickCount();
- }
- static void workEnd()
- {
- work_end += (getTickCount() - work_begin);
- }
- static double getTime()
- {
- return work_end * 1000. / getTickFrequency();
- }
- static void drawArrows(UMat& _frame, const vector<Point2f>& prevPts, const vector<Point2f>& nextPts, const vector<uchar>& status,
- Scalar line_color = Scalar(0, 0, 255))
- {
- Mat frame = _frame.getMat(ACCESS_WRITE);
- for (size_t i = 0; i < prevPts.size(); ++i)
- {
- if (status[i])
- {
- int line_thickness = 1;
- Point p = prevPts[i];
- Point q = nextPts[i];
- double angle = atan2((double) p.y - q.y, (double) p.x - q.x);
- double hypotenuse = sqrt( (double)(p.y - q.y)*(p.y - q.y) + (double)(p.x - q.x)*(p.x - q.x) );
- if (hypotenuse < 1.0)
- continue;
- // Here we lengthen the arrow by a factor of three.
- q.x = (int) (p.x - 3 * hypotenuse * cos(angle));
- q.y = (int) (p.y - 3 * hypotenuse * sin(angle));
- // Now we draw the main line of the arrow.
- line(frame, p, q, line_color, line_thickness);
- // Now draw the tips of the arrow. I do some scaling so that the
- // tips look proportional to the main line of the arrow.
- p.x = (int) (q.x + 9 * cos(angle + CV_PI / 4));
- p.y = (int) (q.y + 9 * sin(angle + CV_PI / 4));
- line(frame, p, q, line_color, line_thickness);
- p.x = (int) (q.x + 9 * cos(angle - CV_PI / 4));
- p.y = (int) (q.y + 9 * sin(angle - CV_PI / 4));
- line(frame, p, q, line_color, line_thickness);
- }
- }
- }
- int main(int argc, const char* argv[])
- {
- const char* keys =
- "{ h help | | print help message }"
- "{ l left | | specify left image }"
- "{ r right | | specify right image }"
- "{ c camera | 0 | enable camera capturing }"
- "{ v video | | use video as input }"
- "{ o output | pyrlk_output.jpg| specify output save path when input is images }"
- "{ points | 1000 | specify points count [GoodFeatureToTrack] }"
- "{ min_dist | 0 | specify minimal distance between points [GoodFeatureToTrack] }"
- "{ m cpu_mode | false | run without OpenCL }";
- CommandLineParser cmd(argc, argv, keys);
- if (cmd.has("help"))
- {
- cout << "Usage: pyrlk_optical_flow [options]" << endl;
- cout << "Available options:" << endl;
- cmd.printMessage();
- return EXIT_SUCCESS;
- }
- bool defaultPicturesFail = true;
- string fname0 = samples::findFile(cmd.get<string>("left"));
- string fname1 = samples::findFile(cmd.get<string>("right"));
- string vdofile = cmd.get<string>("video");
- string outfile = cmd.get<string>("output");
- int points = cmd.get<int>("points");
- double minDist = cmd.get<double>("min_dist");
- int inputName = cmd.get<int>("c");
- UMat frame0;
- imread(fname0, IMREAD_GRAYSCALE).copyTo(frame0);
- UMat frame1;
- imread(fname1, IMREAD_GRAYSCALE).copyTo(frame1);
- vector<cv::Point2f> pts(points);
- vector<cv::Point2f> nextPts(points);
- vector<unsigned char> status(points);
- vector<float> err;
- cout << "Points count : " << points << endl << endl;
- if (frame0.empty() || frame1.empty())
- {
- VideoCapture capture;
- UMat frame, frameCopy;
- UMat frame0Gray, frame1Gray;
- UMat ptr0, ptr1;
- if(vdofile.empty())
- capture.open( inputName );
- else
- capture.open(vdofile.c_str());
- int c = inputName ;
- if(!capture.isOpened())
- {
- if(vdofile.empty())
- cout << "Capture from CAM " << c << " didn't work" << endl;
- else
- cout << "Capture from file " << vdofile << " failed" <<endl;
- if (defaultPicturesFail)
- return EXIT_FAILURE;
- goto nocamera;
- }
- cout << "In capture ..." << endl;
- for(int i = 0;; i++)
- {
- if( !capture.read(frame) )
- break;
- if (i == 0)
- {
- frame.copyTo( frame0 );
- cvtColor(frame0, frame0Gray, COLOR_BGR2GRAY);
- }
- else
- {
- if (i%2 == 1)
- {
- frame.copyTo(frame1);
- cvtColor(frame1, frame1Gray, COLOR_BGR2GRAY);
- ptr0 = frame0Gray;
- ptr1 = frame1Gray;
- }
- else
- {
- frame.copyTo(frame0);
- cvtColor(frame0, frame0Gray, COLOR_BGR2GRAY);
- ptr0 = frame1Gray;
- ptr1 = frame0Gray;
- }
- pts.clear();
- goodFeaturesToTrack(ptr0, pts, points, 0.01, 0.0);
- if(pts.size() == 0)
- continue;
- calcOpticalFlowPyrLK(ptr0, ptr1, pts, nextPts, status, err);
- if (i%2 == 1)
- frame1.copyTo(frameCopy);
- else
- frame0.copyTo(frameCopy);
- drawArrows(frameCopy, pts, nextPts, status, Scalar(255, 0, 0));
- imshow("PyrLK [Sparse]", frameCopy);
- }
- char key = (char)waitKey(10);
- if (key == 27)
- break;
- else if (key == 'm' || key == 'M')
- {
- ocl::setUseOpenCL(!cv::ocl::useOpenCL());
- cout << "Switched to " << (ocl::useOpenCL() ? "OpenCL" : "CPU") << " mode\n";
- }
- }
- capture.release();
- }
- else
- {
- nocamera:
- if (cmd.has("cpu_mode"))
- {
- ocl::setUseOpenCL(false);
- std::cout << "OpenCL was disabled" << std::endl;
- }
- for(int i = 0; i <= LOOP_NUM; i ++)
- {
- cout << "loop" << i << endl;
- if (i > 0) workBegin();
- goodFeaturesToTrack(frame0, pts, points, 0.01, minDist);
- calcOpticalFlowPyrLK(frame0, frame1, pts, nextPts, status, err);
- if (i > 0 && i <= LOOP_NUM)
- workEnd();
- if (i == LOOP_NUM)
- {
- cout << "average time (noCamera) : ";
- cout << getTime() / LOOP_NUM << " ms" << endl;
- drawArrows(frame0, pts, nextPts, status, Scalar(255, 0, 0));
- imshow("PyrLK [Sparse]", frame0);
- imwrite(outfile, frame0);
- }
- }
- }
- waitKey();
- return EXIT_SUCCESS;
- }
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