opencv/modules/gapi/test/common/gapi_video_tests_inl.hpp

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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.
//
// Copyright (C) 2020 Intel Corporation
#ifndef OPENCV_GAPI_VIDEO_TESTS_INL_HPP
#define OPENCV_GAPI_VIDEO_TESTS_INL_HPP
#include "gapi_video_tests.hpp"
#include <opencv2/gapi/streaming/cap.hpp>
namespace opencv_test
{
TEST_P(BuildOptFlowPyramidTest, AccuracyTest)
{
std::vector<Mat> outPyrOCV, outPyrGAPI;
int outMaxLevelOCV = 0, outMaxLevelGAPI = 0;
BuildOpticalFlowPyramidTestParams params { fileName, winSize, maxLevel,
withDerivatives, pyrBorder, derivBorder,
tryReuseInputImage, getCompileArgs() };
BuildOpticalFlowPyramidTestOutput outOCV { outPyrOCV, outMaxLevelOCV };
BuildOpticalFlowPyramidTestOutput outGAPI { outPyrGAPI, outMaxLevelGAPI };
runOCVnGAPIBuildOptFlowPyramid(*this, params, outOCV, outGAPI);
compareOutputPyramids(outOCV, outGAPI);
}
TEST_P(OptFlowLKTest, AccuracyTest)
{
std::vector<cv::Point2f> outPtsOCV, outPtsGAPI, inPts;
std::vector<uchar> outStatusOCV, outStatusGAPI;
std::vector<float> outErrOCV, outErrGAPI;
OptFlowLKTestParams params { fileNamePattern, channels, pointsNum,
winSize, criteria, getCompileArgs() };
OptFlowLKTestOutput outOCV { outPtsOCV, outStatusOCV, outErrOCV };
OptFlowLKTestOutput outGAPI { outPtsGAPI, outStatusGAPI, outErrGAPI };
runOCVnGAPIOptFlowLK(*this, inPts, params, outOCV, outGAPI);
compareOutputsOptFlow(outOCV, outGAPI);
}
TEST_P(OptFlowLKTestForPyr, AccuracyTest)
{
std::vector<cv::Mat> inPyr1, inPyr2;
std::vector<cv::Point2f> outPtsOCV, outPtsGAPI, inPts;
std::vector<uchar> outStatusOCV, outStatusGAPI;
std::vector<float> outErrOCV, outErrGAPI;
OptFlowLKTestParams params { fileNamePattern, channels, pointsNum,
winSize, criteria, getCompileArgs() };
OptFlowLKTestInput<std::vector<cv::Mat>> in { inPyr1, inPyr2, inPts };
OptFlowLKTestOutput outOCV { outPtsOCV, outStatusOCV, outErrOCV };
OptFlowLKTestOutput outGAPI { outPtsGAPI, outStatusGAPI, outErrGAPI };
runOCVnGAPIOptFlowLKForPyr(*this, in, params, withDeriv, outOCV, outGAPI);
compareOutputsOptFlow(outOCV, outGAPI);
}
TEST_P(BuildPyr_CalcOptFlow_PipelineTest, AccuracyTest)
{
std::vector<Point2f> outPtsOCV, outPtsGAPI, inPts;
std::vector<uchar> outStatusOCV, outStatusGAPI;
std::vector<float> outErrOCV, outErrGAPI;
BuildOpticalFlowPyramidTestParams params { fileNamePattern, winSize, maxLevel,
withDerivatives, BORDER_DEFAULT, BORDER_DEFAULT,
true, getCompileArgs() };
auto customKernel = gapi::kernels<GCPUMinScalar>();
auto kernels = gapi::combine(customKernel,
params.compileArgs[0].get<gapi::GKernelPackage>());
params.compileArgs = compile_args(kernels);
OptFlowLKTestOutput outOCV { outPtsOCV, outStatusOCV, outErrOCV };
OptFlowLKTestOutput outGAPI { outPtsGAPI, outStatusGAPI, outErrGAPI };
runOCVnGAPIOptFlowPipeline(*this, params, outOCV, outGAPI, inPts);
compareOutputsOptFlow(outOCV, outGAPI);
}
#ifdef HAVE_OPENCV_VIDEO
TEST_P(BackgroundSubtractorTest, AccuracyTest)
{
initTestDataPath();
cv::gapi::video::BackgroundSubtractorType opType;
double thr = -1;
std::tie(opType, thr) = typeAndThreshold;
cv::gapi::video::BackgroundSubtractorParams bsp(opType, histLength, thr,
detectShadows, learningRate);
// G-API graph declaration
cv::GMat in;
cv::GMat out = cv::gapi::BackgroundSubtractor(in, bsp);
// Preserving 'in' in output to have possibility to compare with OpenCV reference
cv::GComputation c(cv::GIn(in), cv::GOut(cv::gapi::copy(in), out));
// G-API compilation of graph for streaming mode
auto gapiBackSub = c.compileStreaming(getCompileArgs());
// Testing G-API Background Substractor in streaming mode
auto path = findDataFile("cv/video/768x576.avi");
try
{
gapiBackSub.setSource(gapi::wip::make_src<cv::gapi::wip::GCaptureSource>(path));
}
catch (...)
{ throw SkipTestException("Video file can't be opened."); }
cv::Ptr<cv::BackgroundSubtractor> pOCVBackSub;
if (opType == cv::gapi::video::TYPE_BS_MOG2)
pOCVBackSub = cv::createBackgroundSubtractorMOG2(histLength, thr,
detectShadows);
else if (opType == cv::gapi::video::TYPE_BS_KNN)
pOCVBackSub = cv::createBackgroundSubtractorKNN(histLength, thr,
detectShadows);
// Allowing 1% difference of all pixels between G-API and reference OpenCV results
testBackgroundSubtractorStreaming(gapiBackSub, pOCVBackSub, 1, 1, learningRate, testNumFrames);
}
#endif
} // opencv_test
#endif // OPENCV_GAPI_VIDEO_TESTS_INL_HPP