opencv/modules/cudaimgproc/test/test_histogram.cpp

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/*M///////////////////////////////////////////////////////////////////////////////////////
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// copy or use the software.
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// License Agreement
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#include "test_precomp.hpp"
#ifdef HAVE_CUDA
using namespace cvtest;
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namespace {
///////////////////////////////////////////////////////////////////////////////////////////////////////
// HistEven
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PARAM_TEST_CASE(HistEven, cv::cuda::DeviceInfo, cv::Size)
{
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cv::cuda::DeviceInfo devInfo;
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cv::Size size;
virtual void SetUp()
{
Merge remote-tracking branch 'origin/2.4' Conflicts: 3rdparty/ffmpeg/ffmpeg_version.cmake cmake/OpenCVFindLibsGrfmt.cmake cmake/templates/cvconfig.h.cmake modules/bioinspired/doc/retina/index.rst modules/calib3d/doc/camera_calibration_and_3d_reconstruction.rst modules/calib3d/src/precomp.hpp modules/contrib/src/inputoutput.cpp modules/contrib/src/precomp.hpp modules/core/include/opencv2/core/internal.hpp modules/core/include/opencv2/core/types_c.h modules/core/src/drawing.cpp modules/core/src/precomp.hpp modules/core/src/system.cpp modules/features2d/doc/common_interfaces_of_descriptor_matchers.rst modules/features2d/doc/common_interfaces_of_feature_detectors.rst modules/features2d/include/opencv2/features2d/features2d.hpp modules/features2d/src/precomp.hpp modules/flann/src/precomp.hpp modules/gpu/doc/camera_calibration_and_3d_reconstruction.rst modules/gpu/doc/image_filtering.rst modules/gpu/doc/image_processing.rst modules/gpu/doc/video.rst modules/gpu/perf/perf_imgproc.cpp modules/gpu/perf4au/main.cpp modules/gpu/src/imgproc.cpp modules/gpu/src/precomp.hpp modules/gpu/test/test_imgproc.cpp modules/highgui/CMakeLists.txt modules/highgui/test/test_precomp.hpp modules/imgproc/doc/structural_analysis_and_shape_descriptors.rst modules/imgproc/src/precomp.hpp modules/java/generator/src/cpp/Mat.cpp modules/legacy/src/precomp.hpp modules/ml/doc/k_nearest_neighbors.rst modules/ml/src/precomp.hpp modules/nonfree/doc/feature_detection.rst modules/nonfree/src/precomp.hpp modules/objdetect/include/opencv2/objdetect/objdetect.hpp modules/objdetect/src/cascadedetect.cpp modules/objdetect/src/hog.cpp modules/objdetect/src/precomp.hpp modules/objdetect/test/test_latentsvmdetector.cpp modules/ocl/src/hog.cpp modules/ocl/src/opencl/objdetect_hog.cl modules/ocl/src/precomp.hpp modules/photo/src/precomp.hpp modules/stitching/src/precomp.hpp modules/superres/perf/perf_precomp.hpp modules/superres/src/optical_flow.cpp modules/superres/src/precomp.hpp modules/superres/test/test_precomp.hpp modules/ts/include/opencv2/ts.hpp modules/video/src/precomp.hpp modules/videostab/src/precomp.hpp modules/world/src/precomp.hpp
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devInfo = GET_PARAM(0);
size = GET_PARAM(1);
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cv::cuda::setDevice(devInfo.deviceID());
}
};
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CUDA_TEST_P(HistEven, Accuracy)
{
Merge remote-tracking branch 'origin/2.4' Conflicts: 3rdparty/ffmpeg/ffmpeg_version.cmake cmake/OpenCVFindLibsGrfmt.cmake cmake/templates/cvconfig.h.cmake modules/bioinspired/doc/retina/index.rst modules/calib3d/doc/camera_calibration_and_3d_reconstruction.rst modules/calib3d/src/precomp.hpp modules/contrib/src/inputoutput.cpp modules/contrib/src/precomp.hpp modules/core/include/opencv2/core/internal.hpp modules/core/include/opencv2/core/types_c.h modules/core/src/drawing.cpp modules/core/src/precomp.hpp modules/core/src/system.cpp modules/features2d/doc/common_interfaces_of_descriptor_matchers.rst modules/features2d/doc/common_interfaces_of_feature_detectors.rst modules/features2d/include/opencv2/features2d/features2d.hpp modules/features2d/src/precomp.hpp modules/flann/src/precomp.hpp modules/gpu/doc/camera_calibration_and_3d_reconstruction.rst modules/gpu/doc/image_filtering.rst modules/gpu/doc/image_processing.rst modules/gpu/doc/video.rst modules/gpu/perf/perf_imgproc.cpp modules/gpu/perf4au/main.cpp modules/gpu/src/imgproc.cpp modules/gpu/src/precomp.hpp modules/gpu/test/test_imgproc.cpp modules/highgui/CMakeLists.txt modules/highgui/test/test_precomp.hpp modules/imgproc/doc/structural_analysis_and_shape_descriptors.rst modules/imgproc/src/precomp.hpp modules/java/generator/src/cpp/Mat.cpp modules/legacy/src/precomp.hpp modules/ml/doc/k_nearest_neighbors.rst modules/ml/src/precomp.hpp modules/nonfree/doc/feature_detection.rst modules/nonfree/src/precomp.hpp modules/objdetect/include/opencv2/objdetect/objdetect.hpp modules/objdetect/src/cascadedetect.cpp modules/objdetect/src/hog.cpp modules/objdetect/src/precomp.hpp modules/objdetect/test/test_latentsvmdetector.cpp modules/ocl/src/hog.cpp modules/ocl/src/opencl/objdetect_hog.cl modules/ocl/src/precomp.hpp modules/photo/src/precomp.hpp modules/stitching/src/precomp.hpp modules/superres/perf/perf_precomp.hpp modules/superres/src/optical_flow.cpp modules/superres/src/precomp.hpp modules/superres/test/test_precomp.hpp modules/ts/include/opencv2/ts.hpp modules/video/src/precomp.hpp modules/videostab/src/precomp.hpp modules/world/src/precomp.hpp
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cv::Mat src = randomMat(size, CV_8UC1);
int hbins = 30;
Merge remote-tracking branch 'origin/2.4' Conflicts: 3rdparty/ffmpeg/ffmpeg_version.cmake cmake/OpenCVFindLibsGrfmt.cmake cmake/templates/cvconfig.h.cmake modules/bioinspired/doc/retina/index.rst modules/calib3d/doc/camera_calibration_and_3d_reconstruction.rst modules/calib3d/src/precomp.hpp modules/contrib/src/inputoutput.cpp modules/contrib/src/precomp.hpp modules/core/include/opencv2/core/internal.hpp modules/core/include/opencv2/core/types_c.h modules/core/src/drawing.cpp modules/core/src/precomp.hpp modules/core/src/system.cpp modules/features2d/doc/common_interfaces_of_descriptor_matchers.rst modules/features2d/doc/common_interfaces_of_feature_detectors.rst modules/features2d/include/opencv2/features2d/features2d.hpp modules/features2d/src/precomp.hpp modules/flann/src/precomp.hpp modules/gpu/doc/camera_calibration_and_3d_reconstruction.rst modules/gpu/doc/image_filtering.rst modules/gpu/doc/image_processing.rst modules/gpu/doc/video.rst modules/gpu/perf/perf_imgproc.cpp modules/gpu/perf4au/main.cpp modules/gpu/src/imgproc.cpp modules/gpu/src/precomp.hpp modules/gpu/test/test_imgproc.cpp modules/highgui/CMakeLists.txt modules/highgui/test/test_precomp.hpp modules/imgproc/doc/structural_analysis_and_shape_descriptors.rst modules/imgproc/src/precomp.hpp modules/java/generator/src/cpp/Mat.cpp modules/legacy/src/precomp.hpp modules/ml/doc/k_nearest_neighbors.rst modules/ml/src/precomp.hpp modules/nonfree/doc/feature_detection.rst modules/nonfree/src/precomp.hpp modules/objdetect/include/opencv2/objdetect/objdetect.hpp modules/objdetect/src/cascadedetect.cpp modules/objdetect/src/hog.cpp modules/objdetect/src/precomp.hpp modules/objdetect/test/test_latentsvmdetector.cpp modules/ocl/src/hog.cpp modules/ocl/src/opencl/objdetect_hog.cl modules/ocl/src/precomp.hpp modules/photo/src/precomp.hpp modules/stitching/src/precomp.hpp modules/superres/perf/perf_precomp.hpp modules/superres/src/optical_flow.cpp modules/superres/src/precomp.hpp modules/superres/test/test_precomp.hpp modules/ts/include/opencv2/ts.hpp modules/video/src/precomp.hpp modules/videostab/src/precomp.hpp modules/world/src/precomp.hpp
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float hranges[] = {50.0f, 200.0f};
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cv::cuda::GpuMat hist;
cv::cuda::histEven(loadMat(src), hist, hbins, (int) hranges[0], (int) hranges[1]);
Merge remote-tracking branch 'origin/2.4' Conflicts: 3rdparty/ffmpeg/ffmpeg_version.cmake cmake/OpenCVFindLibsGrfmt.cmake cmake/templates/cvconfig.h.cmake modules/bioinspired/doc/retina/index.rst modules/calib3d/doc/camera_calibration_and_3d_reconstruction.rst modules/calib3d/src/precomp.hpp modules/contrib/src/inputoutput.cpp modules/contrib/src/precomp.hpp modules/core/include/opencv2/core/internal.hpp modules/core/include/opencv2/core/types_c.h modules/core/src/drawing.cpp modules/core/src/precomp.hpp modules/core/src/system.cpp modules/features2d/doc/common_interfaces_of_descriptor_matchers.rst modules/features2d/doc/common_interfaces_of_feature_detectors.rst modules/features2d/include/opencv2/features2d/features2d.hpp modules/features2d/src/precomp.hpp modules/flann/src/precomp.hpp modules/gpu/doc/camera_calibration_and_3d_reconstruction.rst modules/gpu/doc/image_filtering.rst modules/gpu/doc/image_processing.rst modules/gpu/doc/video.rst modules/gpu/perf/perf_imgproc.cpp modules/gpu/perf4au/main.cpp modules/gpu/src/imgproc.cpp modules/gpu/src/precomp.hpp modules/gpu/test/test_imgproc.cpp modules/highgui/CMakeLists.txt modules/highgui/test/test_precomp.hpp modules/imgproc/doc/structural_analysis_and_shape_descriptors.rst modules/imgproc/src/precomp.hpp modules/java/generator/src/cpp/Mat.cpp modules/legacy/src/precomp.hpp modules/ml/doc/k_nearest_neighbors.rst modules/ml/src/precomp.hpp modules/nonfree/doc/feature_detection.rst modules/nonfree/src/precomp.hpp modules/objdetect/include/opencv2/objdetect/objdetect.hpp modules/objdetect/src/cascadedetect.cpp modules/objdetect/src/hog.cpp modules/objdetect/src/precomp.hpp modules/objdetect/test/test_latentsvmdetector.cpp modules/ocl/src/hog.cpp modules/ocl/src/opencl/objdetect_hog.cl modules/ocl/src/precomp.hpp modules/photo/src/precomp.hpp modules/stitching/src/precomp.hpp modules/superres/perf/perf_precomp.hpp modules/superres/src/optical_flow.cpp modules/superres/src/precomp.hpp modules/superres/test/test_precomp.hpp modules/ts/include/opencv2/ts.hpp modules/video/src/precomp.hpp modules/videostab/src/precomp.hpp modules/world/src/precomp.hpp
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cv::Mat hist_gold;
int histSize[] = {hbins};
const float* ranges[] = {hranges};
int channels[] = {0};
Merge remote-tracking branch 'origin/2.4' Conflicts: 3rdparty/ffmpeg/ffmpeg_version.cmake cmake/OpenCVFindLibsGrfmt.cmake cmake/templates/cvconfig.h.cmake modules/bioinspired/doc/retina/index.rst modules/calib3d/doc/camera_calibration_and_3d_reconstruction.rst modules/calib3d/src/precomp.hpp modules/contrib/src/inputoutput.cpp modules/contrib/src/precomp.hpp modules/core/include/opencv2/core/internal.hpp modules/core/include/opencv2/core/types_c.h modules/core/src/drawing.cpp modules/core/src/precomp.hpp modules/core/src/system.cpp modules/features2d/doc/common_interfaces_of_descriptor_matchers.rst modules/features2d/doc/common_interfaces_of_feature_detectors.rst modules/features2d/include/opencv2/features2d/features2d.hpp modules/features2d/src/precomp.hpp modules/flann/src/precomp.hpp modules/gpu/doc/camera_calibration_and_3d_reconstruction.rst modules/gpu/doc/image_filtering.rst modules/gpu/doc/image_processing.rst modules/gpu/doc/video.rst modules/gpu/perf/perf_imgproc.cpp modules/gpu/perf4au/main.cpp modules/gpu/src/imgproc.cpp modules/gpu/src/precomp.hpp modules/gpu/test/test_imgproc.cpp modules/highgui/CMakeLists.txt modules/highgui/test/test_precomp.hpp modules/imgproc/doc/structural_analysis_and_shape_descriptors.rst modules/imgproc/src/precomp.hpp modules/java/generator/src/cpp/Mat.cpp modules/legacy/src/precomp.hpp modules/ml/doc/k_nearest_neighbors.rst modules/ml/src/precomp.hpp modules/nonfree/doc/feature_detection.rst modules/nonfree/src/precomp.hpp modules/objdetect/include/opencv2/objdetect/objdetect.hpp modules/objdetect/src/cascadedetect.cpp modules/objdetect/src/hog.cpp modules/objdetect/src/precomp.hpp modules/objdetect/test/test_latentsvmdetector.cpp modules/ocl/src/hog.cpp modules/ocl/src/opencl/objdetect_hog.cl modules/ocl/src/precomp.hpp modules/photo/src/precomp.hpp modules/stitching/src/precomp.hpp modules/superres/perf/perf_precomp.hpp modules/superres/src/optical_flow.cpp modules/superres/src/precomp.hpp modules/superres/test/test_precomp.hpp modules/ts/include/opencv2/ts.hpp modules/video/src/precomp.hpp modules/videostab/src/precomp.hpp modules/world/src/precomp.hpp
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cv::calcHist(&src, 1, channels, cv::Mat(), hist_gold, 1, histSize, ranges);
hist_gold = hist_gold.t();
hist_gold.convertTo(hist_gold, CV_32S);
EXPECT_MAT_NEAR(hist_gold, hist, 0.0);
}
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INSTANTIATE_TEST_CASE_P(CUDA_ImgProc, HistEven, testing::Combine(
Merge remote-tracking branch 'origin/2.4' Conflicts: 3rdparty/ffmpeg/ffmpeg_version.cmake cmake/OpenCVFindLibsGrfmt.cmake cmake/templates/cvconfig.h.cmake modules/bioinspired/doc/retina/index.rst modules/calib3d/doc/camera_calibration_and_3d_reconstruction.rst modules/calib3d/src/precomp.hpp modules/contrib/src/inputoutput.cpp modules/contrib/src/precomp.hpp modules/core/include/opencv2/core/internal.hpp modules/core/include/opencv2/core/types_c.h modules/core/src/drawing.cpp modules/core/src/precomp.hpp modules/core/src/system.cpp modules/features2d/doc/common_interfaces_of_descriptor_matchers.rst modules/features2d/doc/common_interfaces_of_feature_detectors.rst modules/features2d/include/opencv2/features2d/features2d.hpp modules/features2d/src/precomp.hpp modules/flann/src/precomp.hpp modules/gpu/doc/camera_calibration_and_3d_reconstruction.rst modules/gpu/doc/image_filtering.rst modules/gpu/doc/image_processing.rst modules/gpu/doc/video.rst modules/gpu/perf/perf_imgproc.cpp modules/gpu/perf4au/main.cpp modules/gpu/src/imgproc.cpp modules/gpu/src/precomp.hpp modules/gpu/test/test_imgproc.cpp modules/highgui/CMakeLists.txt modules/highgui/test/test_precomp.hpp modules/imgproc/doc/structural_analysis_and_shape_descriptors.rst modules/imgproc/src/precomp.hpp modules/java/generator/src/cpp/Mat.cpp modules/legacy/src/precomp.hpp modules/ml/doc/k_nearest_neighbors.rst modules/ml/src/precomp.hpp modules/nonfree/doc/feature_detection.rst modules/nonfree/src/precomp.hpp modules/objdetect/include/opencv2/objdetect/objdetect.hpp modules/objdetect/src/cascadedetect.cpp modules/objdetect/src/hog.cpp modules/objdetect/src/precomp.hpp modules/objdetect/test/test_latentsvmdetector.cpp modules/ocl/src/hog.cpp modules/ocl/src/opencl/objdetect_hog.cl modules/ocl/src/precomp.hpp modules/photo/src/precomp.hpp modules/stitching/src/precomp.hpp modules/superres/perf/perf_precomp.hpp modules/superres/src/optical_flow.cpp modules/superres/src/precomp.hpp modules/superres/test/test_precomp.hpp modules/ts/include/opencv2/ts.hpp modules/video/src/precomp.hpp modules/videostab/src/precomp.hpp modules/world/src/precomp.hpp
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ALL_DEVICES,
DIFFERENT_SIZES));
///////////////////////////////////////////////////////////////////////////////////////////////////////
// CalcHist
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PARAM_TEST_CASE(CalcHist, cv::cuda::DeviceInfo, cv::Size)
{
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cv::cuda::DeviceInfo devInfo;
cv::Size size;
virtual void SetUp()
{
devInfo = GET_PARAM(0);
size = GET_PARAM(1);
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cv::cuda::setDevice(devInfo.deviceID());
}
};
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CUDA_TEST_P(CalcHist, Accuracy)
{
cv::Mat src = randomMat(size, CV_8UC1);
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cv::cuda::GpuMat hist;
cv::cuda::calcHist(loadMat(src), hist);
cv::Mat hist_gold;
Merge remote-tracking branch 'origin/2.4' Conflicts: 3rdparty/ffmpeg/ffmpeg_version.cmake cmake/OpenCVFindLibsGrfmt.cmake cmake/templates/cvconfig.h.cmake modules/bioinspired/doc/retina/index.rst modules/calib3d/doc/camera_calibration_and_3d_reconstruction.rst modules/calib3d/src/precomp.hpp modules/contrib/src/inputoutput.cpp modules/contrib/src/precomp.hpp modules/core/include/opencv2/core/internal.hpp modules/core/include/opencv2/core/types_c.h modules/core/src/drawing.cpp modules/core/src/precomp.hpp modules/core/src/system.cpp modules/features2d/doc/common_interfaces_of_descriptor_matchers.rst modules/features2d/doc/common_interfaces_of_feature_detectors.rst modules/features2d/include/opencv2/features2d/features2d.hpp modules/features2d/src/precomp.hpp modules/flann/src/precomp.hpp modules/gpu/doc/camera_calibration_and_3d_reconstruction.rst modules/gpu/doc/image_filtering.rst modules/gpu/doc/image_processing.rst modules/gpu/doc/video.rst modules/gpu/perf/perf_imgproc.cpp modules/gpu/perf4au/main.cpp modules/gpu/src/imgproc.cpp modules/gpu/src/precomp.hpp modules/gpu/test/test_imgproc.cpp modules/highgui/CMakeLists.txt modules/highgui/test/test_precomp.hpp modules/imgproc/doc/structural_analysis_and_shape_descriptors.rst modules/imgproc/src/precomp.hpp modules/java/generator/src/cpp/Mat.cpp modules/legacy/src/precomp.hpp modules/ml/doc/k_nearest_neighbors.rst modules/ml/src/precomp.hpp modules/nonfree/doc/feature_detection.rst modules/nonfree/src/precomp.hpp modules/objdetect/include/opencv2/objdetect/objdetect.hpp modules/objdetect/src/cascadedetect.cpp modules/objdetect/src/hog.cpp modules/objdetect/src/precomp.hpp modules/objdetect/test/test_latentsvmdetector.cpp modules/ocl/src/hog.cpp modules/ocl/src/opencl/objdetect_hog.cl modules/ocl/src/precomp.hpp modules/photo/src/precomp.hpp modules/stitching/src/precomp.hpp modules/superres/perf/perf_precomp.hpp modules/superres/src/optical_flow.cpp modules/superres/src/precomp.hpp modules/superres/test/test_precomp.hpp modules/ts/include/opencv2/ts.hpp modules/video/src/precomp.hpp modules/videostab/src/precomp.hpp modules/world/src/precomp.hpp
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const int hbins = 256;
const float hranges[] = {0.0f, 256.0f};
const int histSize[] = {hbins};
const float* ranges[] = {hranges};
const int channels[] = {0};
cv::calcHist(&src, 1, channels, cv::Mat(), hist_gold, 1, histSize, ranges);
hist_gold = hist_gold.reshape(1, 1);
hist_gold.convertTo(hist_gold, CV_32S);
EXPECT_MAT_NEAR(hist_gold, hist, 0.0);
}
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INSTANTIATE_TEST_CASE_P(CUDA_ImgProc, CalcHist, testing::Combine(
ALL_DEVICES,
DIFFERENT_SIZES));
PARAM_TEST_CASE(CalcHistWithMask, cv::cuda::DeviceInfo, cv::Size)
{
cv::cuda::DeviceInfo devInfo;
cv::Size size;
virtual void SetUp()
{
devInfo = GET_PARAM(0);
size = GET_PARAM(1);
cv::cuda::setDevice(devInfo.deviceID());
}
};
CUDA_TEST_P(CalcHistWithMask, Accuracy)
{
cv::Mat src = randomMat(size, CV_8UC1);
cv::Mat mask = randomMat(size, CV_8UC1);
cv::Mat(mask, cv::Rect(0, 0, size.width / 2, size.height / 2)).setTo(0);
cv::cuda::GpuMat hist;
cv::cuda::calcHist(loadMat(src), loadMat(mask), hist);
cv::Mat hist_gold;
const int hbins = 256;
const float hranges[] = {0.0f, 256.0f};
const int histSize[] = {hbins};
const float* ranges[] = {hranges};
const int channels[] = {0};
cv::calcHist(&src, 1, channels, mask, hist_gold, 1, histSize, ranges);
hist_gold = hist_gold.reshape(1, 1);
hist_gold.convertTo(hist_gold, CV_32S);
EXPECT_MAT_NEAR(hist_gold, hist, 0.0);
}
INSTANTIATE_TEST_CASE_P(CUDA_ImgProc, CalcHistWithMask, testing::Combine(
ALL_DEVICES,
DIFFERENT_SIZES));
///////////////////////////////////////////////////////////////////////////////////////////////////////
// EqualizeHist
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PARAM_TEST_CASE(EqualizeHist, cv::cuda::DeviceInfo, cv::Size)
{
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cv::cuda::DeviceInfo devInfo;
cv::Size size;
virtual void SetUp()
{
devInfo = GET_PARAM(0);
size = GET_PARAM(1);
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cv::cuda::setDevice(devInfo.deviceID());
}
};
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CUDA_TEST_P(EqualizeHist, Accuracy)
{
cv::Mat src = randomMat(size, CV_8UC1);
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cv::cuda::GpuMat dst;
cv::cuda::equalizeHist(loadMat(src), dst);
cv::Mat dst_gold;
cv::equalizeHist(src, dst_gold);
EXPECT_MAT_NEAR(dst_gold, dst, 3.0);
}
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INSTANTIATE_TEST_CASE_P(CUDA_ImgProc, EqualizeHist, testing::Combine(
ALL_DEVICES,
DIFFERENT_SIZES));
///////////////////////////////////////////////////////////////////////////////////////////////////////
// CLAHE
namespace
{
IMPLEMENT_PARAM_CLASS(ClipLimit, double)
}
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PARAM_TEST_CASE(CLAHE, cv::cuda::DeviceInfo, cv::Size, ClipLimit)
{
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cv::cuda::DeviceInfo devInfo;
cv::Size size;
double clipLimit;
virtual void SetUp()
{
devInfo = GET_PARAM(0);
size = GET_PARAM(1);
clipLimit = GET_PARAM(2);
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cv::cuda::setDevice(devInfo.deviceID());
}
};
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CUDA_TEST_P(CLAHE, Accuracy)
{
cv::Mat src = randomMat(size, CV_8UC1);
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cv::Ptr<cv::cuda::CLAHE> clahe = cv::cuda::createCLAHE(clipLimit);
cv::cuda::GpuMat dst;
clahe->apply(loadMat(src), dst);
cv::Ptr<cv::CLAHE> clahe_gold = cv::createCLAHE(clipLimit);
cv::Mat dst_gold;
clahe_gold->apply(src, dst_gold);
ASSERT_MAT_NEAR(dst_gold, dst, 1.0);
}
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INSTANTIATE_TEST_CASE_P(CUDA_ImgProc, CLAHE, testing::Combine(
ALL_DEVICES,
DIFFERENT_SIZES,
testing::Values(0.0, 40.0)));
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} // namespace
#endif // HAVE_CUDA