Open Source Computer Vision Library https://opencv.org/
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// This file is part of OpenCV project.
// It is subject to the license terms in the LICENSE file found in the top-level directory
// of this distribution and at http://opencv.org/license.html.
#include "../perf_precomp.hpp"
#include "opencv2/ts/ocl_perf.hpp"
#ifdef HAVE_OPENCL
#include "../perf_bgfg_utils.hpp"
namespace cvtest {
namespace ocl {
//////////////////////////// KNN//////////////////////////
typedef tuple<string, int> VideoKNNParamType;
typedef TestBaseWithParam<VideoKNNParamType> KNN_Apply;
typedef TestBaseWithParam<VideoKNNParamType> KNN_GetBackgroundImage;
using namespace opencv_test;
OCL_PERF_TEST_P(KNN_Apply, KNN, Combine(Values("cv/video/768x576.avi", "cv/video/1920x1080.avi"), Values(1,3)))
{
VideoKNNParamType params = GetParam();
const string inputFile = getDataPath(get<0>(params));
const int cn = get<1>(params);
int nFrame = 5;
vector<Mat> frame_buffer(nFrame);
cv::VideoCapture cap(inputFile);
if (!cap.isOpened())
throw SkipTestException("Video file can not be opened");
prepareData(cap, cn, frame_buffer);
UMat u_foreground;
OCL_TEST_CYCLE()
{
Ptr<cv::BackgroundSubtractorKNN> knn = createBackgroundSubtractorKNN();
knn->setDetectShadows(false);
u_foreground.release();
for (int i = 0; i < nFrame; i++)
{
knn->apply(frame_buffer[i], u_foreground);
}
}
SANITY_CHECK_NOTHING();
}
OCL_PERF_TEST_P(KNN_GetBackgroundImage, KNN, Values(
std::make_pair<string, int>("cv/video/768x576.avi", 5),
std::make_pair<string, int>("cv/video/1920x1080.avi", 5)))
{
VideoKNNParamType params = GetParam();
const string inputFile = getDataPath(get<0>(params));
const int cn = 3;
const int skipFrames = get<1>(params);
int nFrame = 10;
vector<Mat> frame_buffer(nFrame);
cv::VideoCapture cap(inputFile);
if (!cap.isOpened())
throw SkipTestException("Video file can not be opened");
prepareData(cap, cn, frame_buffer, skipFrames);
UMat u_foreground, u_background;
OCL_TEST_CYCLE()
{
Ptr<cv::BackgroundSubtractorKNN> knn = createBackgroundSubtractorKNN();
knn->setDetectShadows(false);
u_foreground.release();
u_background.release();
for (int i = 0; i < nFrame; i++)
{
knn->apply(frame_buffer[i], u_foreground);
}
knn->getBackgroundImage(u_background);
}
#ifdef DEBUG_BGFG
imwrite(format("fg_%d_%d_knn_ocl.png", frame_buffer[0].rows, cn), u_foreground.getMat(ACCESS_READ));
imwrite(format("bg_%d_%d_knn_ocl.png", frame_buffer[0].rows, cn), u_background.getMat(ACCESS_READ));
#endif
SANITY_CHECK_NOTHING();
}
}}// namespace cvtest::ocl
#endif