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added option to specify flow type
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@ -207,15 +207,16 @@ template <typename T> inline T mapValue(T x, T a, T b, T c, T d)
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int main(int argc, const char* argv[])
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{
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const char* keys =
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"{ h help | | print help message }"
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"{ h help | | print help message }"
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"{ l left | ../data/pic1.png | specify left image }"
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"{ r right | ../data/pic2.png | specify right image }"
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"{ gray | | use grayscale sources [PyrLK Sparse] }"
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"{ win_size | 21 | specify windows size [PyrLK] }"
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"{ max_level | 3 | specify max level [PyrLK] }"
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"{ iters | 30 | specify iterations count [PyrLK] }"
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"{ points | 4000 | specify points count [GoodFeatureToTrack] }"
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"{ min_dist | 0 | specify minimal distance between points [GoodFeatureToTrack] }";
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"{ flow | sparse | specify flow type [PyrLK] }"
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"{ gray | | use grayscale sources [PyrLK Sparse] }"
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"{ win_size | 21 | specify windows size [PyrLK] }"
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"{ max_level | 3 | specify max level [PyrLK] }"
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"{ iters | 30 | specify iterations count [PyrLK] }"
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"{ points | 4000 | specify points count [GoodFeatureToTrack] }"
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"{ min_dist | 0 | specify minimal distance between points [GoodFeatureToTrack] }";
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CommandLineParser cmd(argc, argv, keys);
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@ -235,6 +236,22 @@ int main(int argc, const char* argv[])
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return -1;
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}
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string flow_type = cmd.get<string>("flow");
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bool is_sparse = true;
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if (flow_type == "sparse")
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{
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is_sparse = true;
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}
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else if (flow_type == "dense")
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{
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is_sparse = false;
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}
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else
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{
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cerr << "please specify 'sparse' or 'dense' as flow type" << endl;
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return -1;
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}
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bool useGray = cmd.has("gray");
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int winSize = cmd.get<int>("win_size");
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int maxLevel = cmd.get<int>("max_level");
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@ -251,8 +268,14 @@ int main(int argc, const char* argv[])
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return -1;
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}
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namedWindow("PyrLK [Sparse]", WINDOW_NORMAL);
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namedWindow("PyrLK [Dense] Flow Field", WINDOW_NORMAL);
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if(is_sparse)
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{
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namedWindow("PyrLK [Sparse]", WINDOW_NORMAL);
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}
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else
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{
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namedWindow("PyrLK [Dense] Flow Field", WINDOW_NORMAL);
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}
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cout << "Image size : " << frame0.cols << " x " << frame0.rows << endl;
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cout << "Points count : " << points << endl;
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@ -265,55 +288,50 @@ int main(int argc, const char* argv[])
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cv::cvtColor(frame1, frame1Gray, COLOR_BGR2GRAY);
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// goodFeaturesToTrack
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GpuMat d_frame0Gray(frame0Gray);
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GpuMat d_prevPts;
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Ptr<cuda::CornersDetector> detector = cuda::createGoodFeaturesToTrackDetector(d_frame0Gray.type(), points, 0.01, minDist);
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detector->detect(d_frame0Gray, d_prevPts);
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// Sparse
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Ptr<cuda::SparsePyrLKOpticalFlow> d_pyrLK_sparse = cuda::SparsePyrLKOpticalFlow::create(
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Size(winSize, winSize), maxLevel, iters);
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GpuMat d_frame0(frame0);
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GpuMat d_frame1(frame1);
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GpuMat d_frame1Gray(frame1Gray);
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GpuMat d_nextPts;
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GpuMat d_status;
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d_pyrLK_sparse->calc(useGray ? d_frame0Gray : d_frame0, useGray ? d_frame1Gray : d_frame1, d_prevPts, d_nextPts, d_status);
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// Dense
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Ptr<cuda::DensePyrLKOpticalFlow> d_pyrLK_dense = cuda::DensePyrLKOpticalFlow::create(
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Size(winSize, winSize), maxLevel, iters);
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GpuMat d_flow(frame0.size(), CV_32FC2);
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d_pyrLK_dense->calc(d_frame0Gray, d_frame1Gray, d_flow);
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if (is_sparse)
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{
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// Sparse
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Ptr<cuda::SparsePyrLKOpticalFlow> d_pyrLK_sparse = cuda::SparsePyrLKOpticalFlow::create(
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Size(winSize, winSize), maxLevel, iters);
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d_pyrLK_sparse->calc(useGray ? d_frame0Gray : d_frame0, useGray ? d_frame1Gray : d_frame1, d_prevPts, d_nextPts, d_status);
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// Draw arrows
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// Draw arrows
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vector<Point2f> prevPts(d_prevPts.cols);
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download(d_prevPts, prevPts);
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vector<Point2f> prevPts(d_prevPts.cols);
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download(d_prevPts, prevPts);
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vector<Point2f> nextPts(d_nextPts.cols);
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download(d_nextPts, nextPts);
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vector<Point2f> nextPts(d_nextPts.cols);
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download(d_nextPts, nextPts);
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vector<uchar> status(d_status.cols);
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download(d_status, status);
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vector<uchar> status(d_status.cols);
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download(d_status, status);
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drawArrows(frame0, prevPts, nextPts, status, Scalar(255, 0, 0));
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imshow("PyrLK [Sparse]", frame0);
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}
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else {
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// Dense
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Ptr<cuda::DensePyrLKOpticalFlow> d_pyrLK_dense = cuda::DensePyrLKOpticalFlow::create(
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Size(winSize, winSize), maxLevel, iters);
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d_pyrLK_dense->calc(d_frame0Gray, d_frame1Gray, d_flow);
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drawArrows(frame0, prevPts, nextPts, status, Scalar(255, 0, 0));
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imshow("PyrLK [Sparse]", frame0);
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// Draw flows
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showFlow("PyrLK [Dense] Flow Field", d_flow);
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}
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// Draw flows
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showFlow("PyrLK [Dense] Flow Field", d_flow);
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waitKey();
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waitKey(0);
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return 0;
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}
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}
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