opencv/modules/cudaimgproc/src/canny.cpp

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/*M///////////////////////////////////////////////////////////////////////////////////////
//
// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
//
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// copy or use the software.
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// License Agreement
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#include "precomp.hpp"
using namespace cv;
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using namespace cv::cuda;
#if !defined (HAVE_CUDA) || defined (CUDA_DISABLER)
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Ptr<CannyEdgeDetector> cv::cuda::createCannyEdgeDetector(double, double, int, bool) { throw_no_cuda(); return Ptr<CannyEdgeDetector>(); }
#else /* !defined (HAVE_CUDA) */
namespace canny
{
void calcMagnitude(PtrStepSzb srcWhole, int xoff, int yoff, PtrStepSzi dx, PtrStepSzi dy, PtrStepSzf mag, bool L2Grad);
void calcMagnitude(PtrStepSzi dx, PtrStepSzi dy, PtrStepSzf mag, bool L2Grad);
void calcMap(PtrStepSzi dx, PtrStepSzi dy, PtrStepSzf mag, PtrStepSzi map, float low_thresh, float high_thresh);
Merge remote-tracking branch 'origin/2.4' into merge-2.4 Conflicts: CMakeLists.txt cmake/OpenCVGenAndroidMK.cmake cmake/templates/OpenCV.mk.in doc/tutorials/viz/creating_widgets/creating_widgets.rst doc/tutorials/viz/launching_viz/launching_viz.rst doc/tutorials/viz/table_of_content_viz/images/image_effects.png doc/tutorials/viz/transformations/transformations.rst doc/tutorials/viz/widget_pose/widget_pose.rst modules/core/include/opencv2/core/affine.hpp modules/core/include/opencv2/core/core.hpp modules/gpu/perf/perf_imgproc.cpp modules/gpu/src/cuda/canny.cu modules/gpu/src/cuda/generalized_hough.cu modules/gpu/src/generalized_hough.cpp modules/gpu/src/imgproc.cpp modules/gpu/test/test_color.cpp modules/gpu/test/test_core.cpp modules/gpu/test/test_gpumat.cpp modules/gpu/test/test_hough.cpp modules/nonfree/CMakeLists.txt modules/nonfree/include/opencv2/nonfree/gpu.hpp modules/nonfree/perf/perf_gpu.cpp modules/nonfree/src/cuda/surf.cu modules/nonfree/src/precomp.hpp modules/nonfree/src/surf_gpu.cpp modules/nonfree/test/test_gpu.cpp modules/ocl/perf/perf_haar.cpp modules/stitching/CMakeLists.txt modules/stitching/include/opencv2/stitching/detail/matchers.hpp modules/stitching/include/opencv2/stitching/detail/seam_finders.hpp modules/stitching/include/opencv2/stitching/detail/warpers.hpp modules/stitching/include/opencv2/stitching/warpers.hpp modules/stitching/src/blenders.cpp modules/stitching/src/matchers.cpp modules/stitching/src/precomp.hpp modules/stitching/src/seam_finders.cpp modules/stitching/src/stitcher.cpp modules/stitching/src/warpers.cpp modules/viz/doc/widget.rst modules/viz/include/opencv2/viz/types.hpp modules/viz/include/opencv2/viz/viz3d.hpp modules/viz/include/opencv2/viz/widget_accessor.hpp modules/viz/src/precomp.hpp modules/viz/src/shapes.cpp modules/viz/src/vizcore.cpp modules/viz/src/vtk/vtkCloudMatSink.h modules/viz/src/vtk/vtkCloudMatSource.h modules/viz/test/test_precomp.hpp modules/viz/test/tests_simple.cpp samples/android/tutorial-4-cuda/CMakeLists.txt samples/android/tutorial-4-cuda/jni/Android.mk samples/android/tutorial-4-cuda/src/org/opencv/samples/tutorial4/Tutorial4Activity.java samples/cpp/stitching_detailed.cpp samples/cpp/tutorial_code/viz/creating_widgets.cpp samples/cpp/tutorial_code/viz/launching_viz.cpp samples/cpp/tutorial_code/viz/transformations.cpp samples/cpp/tutorial_code/viz/widget_pose.cpp
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void edgesHysteresisLocal(PtrStepSzi map, short2* st1);
Merge remote-tracking branch 'origin/2.4' into merge-2.4 Conflicts: CMakeLists.txt cmake/OpenCVGenAndroidMK.cmake cmake/templates/OpenCV.mk.in doc/tutorials/viz/creating_widgets/creating_widgets.rst doc/tutorials/viz/launching_viz/launching_viz.rst doc/tutorials/viz/table_of_content_viz/images/image_effects.png doc/tutorials/viz/transformations/transformations.rst doc/tutorials/viz/widget_pose/widget_pose.rst modules/core/include/opencv2/core/affine.hpp modules/core/include/opencv2/core/core.hpp modules/gpu/perf/perf_imgproc.cpp modules/gpu/src/cuda/canny.cu modules/gpu/src/cuda/generalized_hough.cu modules/gpu/src/generalized_hough.cpp modules/gpu/src/imgproc.cpp modules/gpu/test/test_color.cpp modules/gpu/test/test_core.cpp modules/gpu/test/test_gpumat.cpp modules/gpu/test/test_hough.cpp modules/nonfree/CMakeLists.txt modules/nonfree/include/opencv2/nonfree/gpu.hpp modules/nonfree/perf/perf_gpu.cpp modules/nonfree/src/cuda/surf.cu modules/nonfree/src/precomp.hpp modules/nonfree/src/surf_gpu.cpp modules/nonfree/test/test_gpu.cpp modules/ocl/perf/perf_haar.cpp modules/stitching/CMakeLists.txt modules/stitching/include/opencv2/stitching/detail/matchers.hpp modules/stitching/include/opencv2/stitching/detail/seam_finders.hpp modules/stitching/include/opencv2/stitching/detail/warpers.hpp modules/stitching/include/opencv2/stitching/warpers.hpp modules/stitching/src/blenders.cpp modules/stitching/src/matchers.cpp modules/stitching/src/precomp.hpp modules/stitching/src/seam_finders.cpp modules/stitching/src/stitcher.cpp modules/stitching/src/warpers.cpp modules/viz/doc/widget.rst modules/viz/include/opencv2/viz/types.hpp modules/viz/include/opencv2/viz/viz3d.hpp modules/viz/include/opencv2/viz/widget_accessor.hpp modules/viz/src/precomp.hpp modules/viz/src/shapes.cpp modules/viz/src/vizcore.cpp modules/viz/src/vtk/vtkCloudMatSink.h modules/viz/src/vtk/vtkCloudMatSource.h modules/viz/test/test_precomp.hpp modules/viz/test/tests_simple.cpp samples/android/tutorial-4-cuda/CMakeLists.txt samples/android/tutorial-4-cuda/jni/Android.mk samples/android/tutorial-4-cuda/src/org/opencv/samples/tutorial4/Tutorial4Activity.java samples/cpp/stitching_detailed.cpp samples/cpp/tutorial_code/viz/creating_widgets.cpp samples/cpp/tutorial_code/viz/launching_viz.cpp samples/cpp/tutorial_code/viz/transformations.cpp samples/cpp/tutorial_code/viz/widget_pose.cpp
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void edgesHysteresisGlobal(PtrStepSzi map, short2* st1, short2* st2);
void getEdges(PtrStepSzi map, PtrStepSzb dst);
}
namespace
{
class CannyImpl : public CannyEdgeDetector
{
public:
CannyImpl(double low_thresh, double high_thresh, int apperture_size, bool L2gradient) :
low_thresh_(low_thresh), high_thresh_(high_thresh), apperture_size_(apperture_size), L2gradient_(L2gradient)
{
old_apperture_size_ = -1;
}
void detect(InputArray image, OutputArray edges);
void detect(InputArray dx, InputArray dy, OutputArray edges);
void setLowThreshold(double low_thresh) { low_thresh_ = low_thresh; }
double getLowThreshold() const { return low_thresh_; }
void setHighThreshold(double high_thresh) { high_thresh_ = high_thresh; }
double getHighThreshold() const { return high_thresh_; }
void setAppertureSize(int apperture_size) { apperture_size_ = apperture_size; }
int getAppertureSize() const { return apperture_size_; }
void setL2Gradient(bool L2gradient) { L2gradient_ = L2gradient; }
bool getL2Gradient() const { return L2gradient_; }
void write(FileStorage& fs) const
{
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fs << "name" << "Canny_CUDA"
<< "low_thresh" << low_thresh_
<< "high_thresh" << high_thresh_
<< "apperture_size" << apperture_size_
<< "L2gradient" << L2gradient_;
}
void read(const FileNode& fn)
{
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CV_Assert( String(fn["name"]) == "Canny_CUDA" );
low_thresh_ = (double)fn["low_thresh"];
high_thresh_ = (double)fn["high_thresh"];
apperture_size_ = (int)fn["apperture_size"];
L2gradient_ = (int)fn["L2gradient"] != 0;
}
private:
void createBuf(Size image_size);
void CannyCaller(GpuMat& edges);
double low_thresh_;
double high_thresh_;
int apperture_size_;
bool L2gradient_;
GpuMat dx_, dy_;
GpuMat mag_;
GpuMat map_;
GpuMat st1_, st2_;
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#ifdef HAVE_OPENCV_CUDAFILTERS
Ptr<Filter> filterDX_, filterDY_;
#endif
int old_apperture_size_;
};
void CannyImpl::detect(InputArray _image, OutputArray _edges)
{
GpuMat image = _image.getGpuMat();
CV_Assert( image.type() == CV_8UC1 );
CV_Assert( deviceSupports(SHARED_ATOMICS) );
if (low_thresh_ > high_thresh_)
std::swap(low_thresh_, high_thresh_);
createBuf(image.size());
_edges.create(image.size(), CV_8UC1);
GpuMat edges = _edges.getGpuMat();
if (apperture_size_ == 3)
{
Size wholeSize;
Point ofs;
image.locateROI(wholeSize, ofs);
GpuMat srcWhole(wholeSize, image.type(), image.datastart, image.step);
canny::calcMagnitude(srcWhole, ofs.x, ofs.y, dx_, dy_, mag_, L2gradient_);
}
else
{
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#ifndef HAVE_OPENCV_CUDAFILTERS
throw_no_cuda();
#else
filterDX_->apply(image, dx_);
filterDY_->apply(image, dy_);
canny::calcMagnitude(dx_, dy_, mag_, L2gradient_);
#endif
}
CannyCaller(edges);
}
void CannyImpl::detect(InputArray _dx, InputArray _dy, OutputArray _edges)
{
GpuMat dx = _dx.getGpuMat();
GpuMat dy = _dy.getGpuMat();
CV_Assert( dx.type() == CV_32SC1 );
CV_Assert( dy.type() == dx.type() && dy.size() == dx.size() );
CV_Assert( deviceSupports(SHARED_ATOMICS) );
dx.copyTo(dx_);
dy.copyTo(dy_);
if (low_thresh_ > high_thresh_)
std::swap(low_thresh_, high_thresh_);
createBuf(dx.size());
_edges.create(dx.size(), CV_8UC1);
GpuMat edges = _edges.getGpuMat();
canny::calcMagnitude(dx_, dy_, mag_, L2gradient_);
CannyCaller(edges);
}
void CannyImpl::createBuf(Size image_size)
{
Merge remote-tracking branch 'origin/2.4' into merge-2.4 Conflicts: CMakeLists.txt cmake/OpenCVGenAndroidMK.cmake cmake/templates/OpenCV.mk.in doc/tutorials/viz/creating_widgets/creating_widgets.rst doc/tutorials/viz/launching_viz/launching_viz.rst doc/tutorials/viz/table_of_content_viz/images/image_effects.png doc/tutorials/viz/transformations/transformations.rst doc/tutorials/viz/widget_pose/widget_pose.rst modules/core/include/opencv2/core/affine.hpp modules/core/include/opencv2/core/core.hpp modules/gpu/perf/perf_imgproc.cpp modules/gpu/src/cuda/canny.cu modules/gpu/src/cuda/generalized_hough.cu modules/gpu/src/generalized_hough.cpp modules/gpu/src/imgproc.cpp modules/gpu/test/test_color.cpp modules/gpu/test/test_core.cpp modules/gpu/test/test_gpumat.cpp modules/gpu/test/test_hough.cpp modules/nonfree/CMakeLists.txt modules/nonfree/include/opencv2/nonfree/gpu.hpp modules/nonfree/perf/perf_gpu.cpp modules/nonfree/src/cuda/surf.cu modules/nonfree/src/precomp.hpp modules/nonfree/src/surf_gpu.cpp modules/nonfree/test/test_gpu.cpp modules/ocl/perf/perf_haar.cpp modules/stitching/CMakeLists.txt modules/stitching/include/opencv2/stitching/detail/matchers.hpp modules/stitching/include/opencv2/stitching/detail/seam_finders.hpp modules/stitching/include/opencv2/stitching/detail/warpers.hpp modules/stitching/include/opencv2/stitching/warpers.hpp modules/stitching/src/blenders.cpp modules/stitching/src/matchers.cpp modules/stitching/src/precomp.hpp modules/stitching/src/seam_finders.cpp modules/stitching/src/stitcher.cpp modules/stitching/src/warpers.cpp modules/viz/doc/widget.rst modules/viz/include/opencv2/viz/types.hpp modules/viz/include/opencv2/viz/viz3d.hpp modules/viz/include/opencv2/viz/widget_accessor.hpp modules/viz/src/precomp.hpp modules/viz/src/shapes.cpp modules/viz/src/vizcore.cpp modules/viz/src/vtk/vtkCloudMatSink.h modules/viz/src/vtk/vtkCloudMatSource.h modules/viz/test/test_precomp.hpp modules/viz/test/tests_simple.cpp samples/android/tutorial-4-cuda/CMakeLists.txt samples/android/tutorial-4-cuda/jni/Android.mk samples/android/tutorial-4-cuda/src/org/opencv/samples/tutorial4/Tutorial4Activity.java samples/cpp/stitching_detailed.cpp samples/cpp/tutorial_code/viz/creating_widgets.cpp samples/cpp/tutorial_code/viz/launching_viz.cpp samples/cpp/tutorial_code/viz/transformations.cpp samples/cpp/tutorial_code/viz/widget_pose.cpp
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CV_Assert(image_size.width < std::numeric_limits<short>::max() && image_size.height < std::numeric_limits<short>::max());
ensureSizeIsEnough(image_size, CV_32SC1, dx_);
ensureSizeIsEnough(image_size, CV_32SC1, dy_);
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#ifdef HAVE_OPENCV_CUDAFILTERS
if (apperture_size_ != 3 && apperture_size_ != old_apperture_size_)
{
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filterDX_ = cuda::createDerivFilter(CV_8UC1, CV_32S, 1, 0, apperture_size_, false, 1, BORDER_REPLICATE);
filterDY_ = cuda::createDerivFilter(CV_8UC1, CV_32S, 0, 1, apperture_size_, false, 1, BORDER_REPLICATE);
old_apperture_size_ = apperture_size_;
}
#endif
ensureSizeIsEnough(image_size, CV_32FC1, mag_);
ensureSizeIsEnough(image_size, CV_32SC1, map_);
Merge remote-tracking branch 'origin/2.4' into merge-2.4 Conflicts: CMakeLists.txt cmake/OpenCVGenAndroidMK.cmake cmake/templates/OpenCV.mk.in doc/tutorials/viz/creating_widgets/creating_widgets.rst doc/tutorials/viz/launching_viz/launching_viz.rst doc/tutorials/viz/table_of_content_viz/images/image_effects.png doc/tutorials/viz/transformations/transformations.rst doc/tutorials/viz/widget_pose/widget_pose.rst modules/core/include/opencv2/core/affine.hpp modules/core/include/opencv2/core/core.hpp modules/gpu/perf/perf_imgproc.cpp modules/gpu/src/cuda/canny.cu modules/gpu/src/cuda/generalized_hough.cu modules/gpu/src/generalized_hough.cpp modules/gpu/src/imgproc.cpp modules/gpu/test/test_color.cpp modules/gpu/test/test_core.cpp modules/gpu/test/test_gpumat.cpp modules/gpu/test/test_hough.cpp modules/nonfree/CMakeLists.txt modules/nonfree/include/opencv2/nonfree/gpu.hpp modules/nonfree/perf/perf_gpu.cpp modules/nonfree/src/cuda/surf.cu modules/nonfree/src/precomp.hpp modules/nonfree/src/surf_gpu.cpp modules/nonfree/test/test_gpu.cpp modules/ocl/perf/perf_haar.cpp modules/stitching/CMakeLists.txt modules/stitching/include/opencv2/stitching/detail/matchers.hpp modules/stitching/include/opencv2/stitching/detail/seam_finders.hpp modules/stitching/include/opencv2/stitching/detail/warpers.hpp modules/stitching/include/opencv2/stitching/warpers.hpp modules/stitching/src/blenders.cpp modules/stitching/src/matchers.cpp modules/stitching/src/precomp.hpp modules/stitching/src/seam_finders.cpp modules/stitching/src/stitcher.cpp modules/stitching/src/warpers.cpp modules/viz/doc/widget.rst modules/viz/include/opencv2/viz/types.hpp modules/viz/include/opencv2/viz/viz3d.hpp modules/viz/include/opencv2/viz/widget_accessor.hpp modules/viz/src/precomp.hpp modules/viz/src/shapes.cpp modules/viz/src/vizcore.cpp modules/viz/src/vtk/vtkCloudMatSink.h modules/viz/src/vtk/vtkCloudMatSource.h modules/viz/test/test_precomp.hpp modules/viz/test/tests_simple.cpp samples/android/tutorial-4-cuda/CMakeLists.txt samples/android/tutorial-4-cuda/jni/Android.mk samples/android/tutorial-4-cuda/src/org/opencv/samples/tutorial4/Tutorial4Activity.java samples/cpp/stitching_detailed.cpp samples/cpp/tutorial_code/viz/creating_widgets.cpp samples/cpp/tutorial_code/viz/launching_viz.cpp samples/cpp/tutorial_code/viz/transformations.cpp samples/cpp/tutorial_code/viz/widget_pose.cpp
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ensureSizeIsEnough(1, image_size.area(), CV_16SC2, st1_);
ensureSizeIsEnough(1, image_size.area(), CV_16SC2, st2_);
}
void CannyImpl::CannyCaller(GpuMat& edges)
{
map_.setTo(Scalar::all(0));
canny::calcMap(dx_, dy_, mag_, map_, static_cast<float>(low_thresh_), static_cast<float>(high_thresh_));
Merge remote-tracking branch 'origin/2.4' into merge-2.4 Conflicts: CMakeLists.txt cmake/OpenCVGenAndroidMK.cmake cmake/templates/OpenCV.mk.in doc/tutorials/viz/creating_widgets/creating_widgets.rst doc/tutorials/viz/launching_viz/launching_viz.rst doc/tutorials/viz/table_of_content_viz/images/image_effects.png doc/tutorials/viz/transformations/transformations.rst doc/tutorials/viz/widget_pose/widget_pose.rst modules/core/include/opencv2/core/affine.hpp modules/core/include/opencv2/core/core.hpp modules/gpu/perf/perf_imgproc.cpp modules/gpu/src/cuda/canny.cu modules/gpu/src/cuda/generalized_hough.cu modules/gpu/src/generalized_hough.cpp modules/gpu/src/imgproc.cpp modules/gpu/test/test_color.cpp modules/gpu/test/test_core.cpp modules/gpu/test/test_gpumat.cpp modules/gpu/test/test_hough.cpp modules/nonfree/CMakeLists.txt modules/nonfree/include/opencv2/nonfree/gpu.hpp modules/nonfree/perf/perf_gpu.cpp modules/nonfree/src/cuda/surf.cu modules/nonfree/src/precomp.hpp modules/nonfree/src/surf_gpu.cpp modules/nonfree/test/test_gpu.cpp modules/ocl/perf/perf_haar.cpp modules/stitching/CMakeLists.txt modules/stitching/include/opencv2/stitching/detail/matchers.hpp modules/stitching/include/opencv2/stitching/detail/seam_finders.hpp modules/stitching/include/opencv2/stitching/detail/warpers.hpp modules/stitching/include/opencv2/stitching/warpers.hpp modules/stitching/src/blenders.cpp modules/stitching/src/matchers.cpp modules/stitching/src/precomp.hpp modules/stitching/src/seam_finders.cpp modules/stitching/src/stitcher.cpp modules/stitching/src/warpers.cpp modules/viz/doc/widget.rst modules/viz/include/opencv2/viz/types.hpp modules/viz/include/opencv2/viz/viz3d.hpp modules/viz/include/opencv2/viz/widget_accessor.hpp modules/viz/src/precomp.hpp modules/viz/src/shapes.cpp modules/viz/src/vizcore.cpp modules/viz/src/vtk/vtkCloudMatSink.h modules/viz/src/vtk/vtkCloudMatSource.h modules/viz/test/test_precomp.hpp modules/viz/test/tests_simple.cpp samples/android/tutorial-4-cuda/CMakeLists.txt samples/android/tutorial-4-cuda/jni/Android.mk samples/android/tutorial-4-cuda/src/org/opencv/samples/tutorial4/Tutorial4Activity.java samples/cpp/stitching_detailed.cpp samples/cpp/tutorial_code/viz/creating_widgets.cpp samples/cpp/tutorial_code/viz/launching_viz.cpp samples/cpp/tutorial_code/viz/transformations.cpp samples/cpp/tutorial_code/viz/widget_pose.cpp
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canny::edgesHysteresisLocal(map_, st1_.ptr<short2>());
Merge remote-tracking branch 'origin/2.4' into merge-2.4 Conflicts: CMakeLists.txt cmake/OpenCVGenAndroidMK.cmake cmake/templates/OpenCV.mk.in doc/tutorials/viz/creating_widgets/creating_widgets.rst doc/tutorials/viz/launching_viz/launching_viz.rst doc/tutorials/viz/table_of_content_viz/images/image_effects.png doc/tutorials/viz/transformations/transformations.rst doc/tutorials/viz/widget_pose/widget_pose.rst modules/core/include/opencv2/core/affine.hpp modules/core/include/opencv2/core/core.hpp modules/gpu/perf/perf_imgproc.cpp modules/gpu/src/cuda/canny.cu modules/gpu/src/cuda/generalized_hough.cu modules/gpu/src/generalized_hough.cpp modules/gpu/src/imgproc.cpp modules/gpu/test/test_color.cpp modules/gpu/test/test_core.cpp modules/gpu/test/test_gpumat.cpp modules/gpu/test/test_hough.cpp modules/nonfree/CMakeLists.txt modules/nonfree/include/opencv2/nonfree/gpu.hpp modules/nonfree/perf/perf_gpu.cpp modules/nonfree/src/cuda/surf.cu modules/nonfree/src/precomp.hpp modules/nonfree/src/surf_gpu.cpp modules/nonfree/test/test_gpu.cpp modules/ocl/perf/perf_haar.cpp modules/stitching/CMakeLists.txt modules/stitching/include/opencv2/stitching/detail/matchers.hpp modules/stitching/include/opencv2/stitching/detail/seam_finders.hpp modules/stitching/include/opencv2/stitching/detail/warpers.hpp modules/stitching/include/opencv2/stitching/warpers.hpp modules/stitching/src/blenders.cpp modules/stitching/src/matchers.cpp modules/stitching/src/precomp.hpp modules/stitching/src/seam_finders.cpp modules/stitching/src/stitcher.cpp modules/stitching/src/warpers.cpp modules/viz/doc/widget.rst modules/viz/include/opencv2/viz/types.hpp modules/viz/include/opencv2/viz/viz3d.hpp modules/viz/include/opencv2/viz/widget_accessor.hpp modules/viz/src/precomp.hpp modules/viz/src/shapes.cpp modules/viz/src/vizcore.cpp modules/viz/src/vtk/vtkCloudMatSink.h modules/viz/src/vtk/vtkCloudMatSource.h modules/viz/test/test_precomp.hpp modules/viz/test/tests_simple.cpp samples/android/tutorial-4-cuda/CMakeLists.txt samples/android/tutorial-4-cuda/jni/Android.mk samples/android/tutorial-4-cuda/src/org/opencv/samples/tutorial4/Tutorial4Activity.java samples/cpp/stitching_detailed.cpp samples/cpp/tutorial_code/viz/creating_widgets.cpp samples/cpp/tutorial_code/viz/launching_viz.cpp samples/cpp/tutorial_code/viz/transformations.cpp samples/cpp/tutorial_code/viz/widget_pose.cpp
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canny::edgesHysteresisGlobal(map_, st1_.ptr<short2>(), st2_.ptr<short2>());
canny::getEdges(map_, edges);
}
}
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Ptr<CannyEdgeDetector> cv::cuda::createCannyEdgeDetector(double low_thresh, double high_thresh, int apperture_size, bool L2gradient)
{
return makePtr<CannyImpl>(low_thresh, high_thresh, apperture_size, L2gradient);
}
#endif /* !defined (HAVE_CUDA) */