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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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int main(int argc, const char* argv[]) |
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{ |
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{ |
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const char* keys = |
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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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"{ l left | ../data/pic1.png | specify left image }" |
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"{ r right | ../data/pic2.png | specify right 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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"{ flow | sparse | specify flow type [PyrLK] }" |
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"{ win_size | 21 | specify windows size [PyrLK] }" |
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"{ gray | | use grayscale sources [PyrLK Sparse] }" |
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"{ max_level | 3 | specify max level [PyrLK] }" |
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"{ win_size | 21 | specify windows size [PyrLK] }" |
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"{ iters | 30 | specify iterations count [PyrLK] }" |
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"{ max_level | 3 | specify max level [PyrLK] }" |
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"{ points | 4000 | specify points count [GoodFeatureToTrack] }" |
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"{ iters | 30 | specify iterations count [PyrLK] }" |
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"{ min_dist | 0 | specify minimal distance between points [GoodFeatureToTrack] }"; |
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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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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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return -1; |
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} |
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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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bool useGray = cmd.has("gray"); |
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int winSize = cmd.get<int>("win_size"); |
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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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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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return -1; |
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} |
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} |
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namedWindow("PyrLK [Sparse]", WINDOW_NORMAL); |
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if(is_sparse) |
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namedWindow("PyrLK [Dense] Flow Field", WINDOW_NORMAL); |
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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 << "Image size : " << frame0.cols << " x " << frame0.rows << endl; |
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cout << "Points count : " << points << 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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cv::cvtColor(frame1, frame1Gray, COLOR_BGR2GRAY); |
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// goodFeaturesToTrack
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// goodFeaturesToTrack
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GpuMat d_frame0Gray(frame0Gray); |
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GpuMat d_frame0Gray(frame0Gray); |
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GpuMat d_prevPts; |
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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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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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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_frame0(frame0); |
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GpuMat d_frame1(frame1); |
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GpuMat d_frame1(frame1); |
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GpuMat d_frame1Gray(frame1Gray); |
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GpuMat d_frame1Gray(frame1Gray); |
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GpuMat d_nextPts; |
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GpuMat d_nextPts; |
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GpuMat d_status; |
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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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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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// Draw arrows
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// Sparse
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Ptr<cuda::SparsePyrLKOpticalFlow> d_pyrLK_sparse = cuda::SparsePyrLKOpticalFlow::create( |
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vector<Point2f> prevPts(d_prevPts.cols); |
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Size(winSize, winSize), maxLevel, iters); |
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download(d_prevPts, prevPts); |
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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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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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// Draw arrows
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download(d_status, status); |
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vector<Point2f> prevPts(d_prevPts.cols); |
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download(d_prevPts, prevPts); |
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drawArrows(frame0, prevPts, nextPts, status, Scalar(255, 0, 0)); |
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vector<Point2f> nextPts(d_nextPts.cols); |
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imshow("PyrLK [Sparse]", frame0); |
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download(d_nextPts, nextPts); |
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// Draw flows
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vector<uchar> status(d_status.cols); |
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download(d_status, status); |
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showFlow("PyrLK [Dense] Flow Field", 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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} |
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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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// Draw flows
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showFlow("PyrLK [Dense] Flow Field", d_flow); |
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} |
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waitKey(); |
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waitKey(0); |
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return 0; |
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return 0; |
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} |
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} |