// 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) 2018-2019 Intel Corporation #ifndef OPENCV_GAPI_IMGPROC_PERF_TESTS_INL_HPP #define OPENCV_GAPI_IMGPROC_PERF_TESTS_INL_HPP #include #include "gapi_imgproc_perf_tests.hpp" namespace opencv_test { using namespace perf; namespace { void rgb2yuyv(const uchar* rgb_line, uchar* yuv422_line, int width) { CV_Assert(width % 2 == 0); for (int i = 0; i < width; i += 2) { uchar r = rgb_line[i * 3 ]; uchar g = rgb_line[i * 3 + 1]; uchar b = rgb_line[i * 3 + 2]; yuv422_line[i * 2 ] = cv::saturate_cast(-0.14713 * r - 0.28886 * g + 0.436 * b + 128.f); // U0 yuv422_line[i * 2 + 1] = cv::saturate_cast( 0.299 * r + 0.587 * g + 0.114 * b ); // Y0 yuv422_line[i * 2 + 2] = cv::saturate_cast(0.615 * r - 0.51499 * g - 0.10001 * b + 128.f); // V0 r = rgb_line[i * 3 + 3]; g = rgb_line[i * 3 + 4]; b = rgb_line[i * 3 + 5]; yuv422_line[i * 2 + 3] = cv::saturate_cast(0.299 * r + 0.587 * g + 0.114 * b); // Y1 } } void convertRGB2YUV422Ref(const cv::Mat& in, cv::Mat &out) { out.create(in.size(), CV_8UC2); for (int i = 0; i < in.rows; ++i) { const uchar* in_line_p = in.ptr(i); uchar* out_line_p = out.ptr(i); rgb2yuyv(in_line_p, out_line_p, in.cols); } } } //------------------------------------------------------------------------------ PERF_TEST_P_(SepFilterPerfTest, TestPerformance) { compare_f cmpF; MatType type = 0; int kernSize = 0, dtype = 0; cv::Size sz; cv::GCompileArgs compile_args; std::tie(cmpF, type, kernSize, sz, dtype, compile_args) = GetParam(); cv::Mat kernelX(kernSize, 1, CV_32F); cv::Mat kernelY(kernSize, 1, CV_32F); randu(kernelX, -1, 1); randu(kernelY, -1, 1); initMatrixRandN(type, sz, dtype, false); cv::Point anchor = cv::Point(-1, -1); // OpenCV code ///////////////////////////////////////////////////////////// { cv::sepFilter2D(in_mat1, out_mat_ocv, dtype, kernelX, kernelY ); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::sepFilter(in, dtype, kernelX, kernelY, anchor, cv::Scalar() ); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(Filter2DPerfTest, TestPerformance) { compare_f cmpF; MatType type = 0; int kernSize = 0, borderType = 0, dtype = 0; cv::Size sz; cv::GCompileArgs compile_args; std::tie(cmpF, type, kernSize, sz, borderType, dtype, compile_args) = GetParam(); initMatrixRandN(type, sz, dtype, false); cv::Point anchor = {-1, -1}; double delta = 0; cv::Mat kernel = cv::Mat(kernSize, kernSize, CV_32FC1 ); cv::Scalar kernMean = cv::Scalar::all(1.0); cv::Scalar kernStddev = cv::Scalar::all(2.0/3); randn(kernel, kernMean, kernStddev); // OpenCV code ///////////////////////////////////////////////////////////// { cv::filter2D(in_mat1, out_mat_ocv, dtype, kernel, anchor, delta, borderType); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::filter2D(in, dtype, kernel, anchor, delta, borderType); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(BoxFilterPerfTest, TestPerformance) { compare_f cmpF; MatType type = 0; int filterSize = 0, borderType = 0, dtype = 0; cv::Size sz; cv::GCompileArgs compile_args; std::tie(cmpF, type, filterSize, sz, borderType, dtype, compile_args) = GetParam(); initMatrixRandN(type, sz, dtype, false); cv::Point anchor = {-1, -1}; bool normalize = true; // OpenCV code ///////////////////////////////////////////////////////////// { cv::boxFilter(in_mat1, out_mat_ocv, dtype, cv::Size(filterSize, filterSize), anchor, normalize, borderType); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::boxFilter(in, dtype, cv::Size(filterSize, filterSize), anchor, normalize, borderType); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(BlurPerfTest, TestPerformance) { compare_f cmpF; MatType type = 0; int filterSize = 0, borderType = 0; cv::Size sz; cv::GCompileArgs compile_args; std::tie(cmpF, type, filterSize, sz, borderType, compile_args) = GetParam(); initMatrixRandN(type, sz, type, false); cv::Point anchor = {-1, -1}; // OpenCV code ///////////////////////////////////////////////////////////// { cv::blur(in_mat1, out_mat_ocv, cv::Size(filterSize, filterSize), anchor, borderType); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::blur(in, cv::Size(filterSize, filterSize), anchor, borderType); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(GaussianBlurPerfTest, TestPerformance) { compare_f cmpF; MatType type = 0; int kernSize = 0; cv::Size sz; cv::GCompileArgs compile_args; std::tie(cmpF, type, kernSize, sz, compile_args) = GetParam(); cv::Size kSize = cv::Size(kernSize, kernSize); auto& rng = cv::theRNG(); double sigmaX = rng(); initMatrixRandN(type, sz, type, false); // OpenCV code /////////////////////////////////////////////////////////// cv::GaussianBlur(in_mat1, out_mat_ocv, kSize, sigmaX); // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::gaussianBlur(in, kSize, sigmaX); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(MedianBlurPerfTest, TestPerformance) { compare_f cmpF; MatType type = 0; int kernSize = 0; cv::Size sz; cv::GCompileArgs compile_args; std::tie(cmpF, type, kernSize, sz, compile_args) = GetParam(); initMatrixRandN(type, sz, type, false); // OpenCV code ///////////////////////////////////////////////////////////// { cv::medianBlur(in_mat1, out_mat_ocv, kernSize); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::medianBlur(in, kernSize); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(ErodePerfTest, TestPerformance) { compare_f cmpF; MatType type = 0; int kernSize = 0, kernType = 0; cv::Size sz; cv::GCompileArgs compile_args; std::tie(cmpF, type, kernSize, sz, kernType, compile_args) = GetParam(); initMatrixRandN(type, sz, type, false); cv::Mat kernel = cv::getStructuringElement(kernType, cv::Size(kernSize, kernSize)); // OpenCV code ///////////////////////////////////////////////////////////// { cv::erode(in_mat1, out_mat_ocv, kernel); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::erode(in, kernel); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(Erode3x3PerfTest, TestPerformance) { compare_f cmpF; MatType type = 0; int numIters = 0; cv::Size sz; cv::GCompileArgs compile_args; std::tie(cmpF, type, sz, numIters, compile_args) = GetParam(); initMatrixRandN(type, sz, type, false); cv::Mat kernel = cv::getStructuringElement(cv::MorphShapes::MORPH_RECT, cv::Size(3, 3)); // OpenCV code ///////////////////////////////////////////////////////////// { cv::erode(in_mat1, out_mat_ocv, kernel, cv::Point(-1, -1), numIters); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::erode3x3(in, numIters); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(DilatePerfTest, TestPerformance) { compare_f cmpF; MatType type = 0; int kernSize = 0, kernType = 0; cv::Size sz; cv::GCompileArgs compile_args; std::tie(cmpF, type, kernSize, sz, kernType, compile_args) = GetParam(); initMatrixRandN(type, sz, type, false); cv::Mat kernel = cv::getStructuringElement(kernType, cv::Size(kernSize, kernSize)); // OpenCV code ///////////////////////////////////////////////////////////// { cv::dilate(in_mat1, out_mat_ocv, kernel); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::dilate(in, kernel); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(Dilate3x3PerfTest, TestPerformance) { compare_f cmpF; MatType type = 0; int numIters = 0; cv::Size sz; cv::GCompileArgs compile_args; std::tie(cmpF, type, sz, numIters, compile_args) = GetParam(); initMatrixRandN(type, sz, type, false); cv::Mat kernel = cv::getStructuringElement(cv::MorphShapes::MORPH_RECT, cv::Size(3, 3)); // OpenCV code ///////////////////////////////////////////////////////////// { cv::dilate(in_mat1, out_mat_ocv, kernel, cv::Point(-1,-1), numIters); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::dilate3x3(in, numIters); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(SobelPerfTest, TestPerformance) { compare_f cmpF; MatType type = 0; int kernSize = 0, dtype = 0, dx = 0, dy = 0; cv::Size sz; cv::GCompileArgs compile_args; std::tie(cmpF, type, kernSize, sz, dtype, dx, dy, compile_args) = GetParam(); initMatrixRandN(type, sz, dtype, false); // OpenCV code ///////////////////////////////////////////////////////////// { cv::Sobel(in_mat1, out_mat_ocv, dtype, dx, dy, kernSize); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::Sobel(in, dtype, dx, dy, kernSize); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(SobelXYPerfTest, TestPerformance) { compare_f cmpF; MatType type = 0; int kernSize = 0, dtype = 0, order = 0; cv::Size sz; cv::GCompileArgs compile_args; std::tie(cmpF, type, kernSize, sz, dtype, order, compile_args) = GetParam(); cv::Mat out_mat_ocv2; cv::Mat out_mat_gapi2; initMatrixRandN(type, sz, dtype, false); // OpenCV code ///////////////////////////////////////////////////////////// { cv::Sobel(in_mat1, out_mat_ocv, dtype, order, 0, kernSize); cv::Sobel(in_mat1, out_mat_ocv2, dtype, 0, order, kernSize); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::SobelXY(in, dtype, order, kernSize); cv::GComputation c(cv::GIn(in), cv::GOut(std::get<0>(out), std::get<1>(out))); // Warm-up graph engine: c.apply(cv::gin(in_mat1), cv::gout(out_mat_gapi, out_mat_gapi2), std::move(compile_args)); TEST_CYCLE() { c.apply(cv::gin(in_mat1), cv::gout(out_mat_gapi, out_mat_gapi2)); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_TRUE(cmpF(out_mat_gapi2, out_mat_ocv2)); EXPECT_EQ(out_mat_gapi.size(), sz); EXPECT_EQ(out_mat_gapi2.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(CannyPerfTest, TestPerformance) { compare_f cmpF; MatType type; int apSize = 0; double thrLow = 0.0, thrUp = 0.0; cv::Size sz; bool l2gr = false; cv::GCompileArgs compile_args; std::tie(cmpF, type, sz, thrLow, thrUp, apSize, l2gr, compile_args) = GetParam(); initMatrixRandN(type, sz, CV_8UC1, false); // OpenCV code ///////////////////////////////////////////////////////////// { cv::Canny(in_mat1, out_mat_ocv, thrLow, thrUp, apSize, l2gr); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::Canny(in, thrLow, thrUp, apSize, l2gr); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(EqHistPerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC1, sz, CV_8UC1, false); // OpenCV code ///////////////////////////////////////////////////////////// { cv::equalizeHist(in_mat1, out_mat_ocv); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::equalizeHist(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(RGB2GrayPerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC3, sz, CV_8UC1, false); // OpenCV code ///////////////////////////////////////////////////////////// { cv::cvtColor(in_mat1, out_mat_ocv, cv::COLOR_RGB2GRAY); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::RGB2Gray(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(BGR2GrayPerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC3, sz, CV_8UC1, false); // OpenCV code ///////////////////////////////////////////////////////////// { cv::cvtColor(in_mat1, out_mat_ocv, cv::COLOR_BGR2GRAY); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::BGR2Gray(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(RGB2YUVPerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC3, sz, CV_8UC3, false); // OpenCV code ///////////////////////////////////////////////////////////// { cv::cvtColor(in_mat1, out_mat_ocv, cv::COLOR_RGB2YUV); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::RGB2YUV(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(YUV2RGBPerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC3, sz, CV_8UC3, false); // OpenCV code ///////////////////////////////////////////////////////////// { cv::cvtColor(in_mat1, out_mat_ocv, cv::COLOR_YUV2RGB); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::YUV2RGB(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(RGB2LabPerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC3, sz, CV_8UC3, false); // OpenCV code ///////////////////////////////////////////////////////////// { cv::cvtColor(in_mat1, out_mat_ocv, cv::COLOR_RGB2Lab); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::RGB2Lab(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(BGR2LUVPerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC3, sz, CV_8UC3, false); // OpenCV code ///////////////////////////////////////////////////////////// { cv::cvtColor(in_mat1, out_mat_ocv, cv::COLOR_BGR2Luv); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::BGR2LUV(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(LUV2BGRPerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC3, sz, CV_8UC3, false); // OpenCV code ///////////////////////////////////////////////////////////// { cv::cvtColor(in_mat1, out_mat_ocv, cv::COLOR_Luv2BGR); } // G-API code ////////////////////////////////////////////////////////////// cv::GMat in; auto out = cv::gapi::LUV2BGR(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } // Comparison ////////////////////////////////////////////////////////////// { EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); } SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(BGR2YUVPerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC3, sz, CV_8UC3, false); cv::cvtColor(in_mat1, out_mat_ocv, cv::COLOR_BGR2YUV); cv::GMat in; auto out = cv::gapi::BGR2YUV(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ PERF_TEST_P_(YUV2BGRPerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC3, sz, CV_8UC3, false); cv::cvtColor(in_mat1, out_mat_ocv, cv::COLOR_YUV2BGR); cv::GMat in; auto out = cv::gapi::YUV2BGR(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); SANITY_CHECK_NOTHING(); } PERF_TEST_P_(BayerGR2RGBPerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC1, sz, CV_8UC3, false); cv::cvtColor(in_mat1, out_mat_ocv, cv::COLOR_BayerGR2RGB); cv::GMat in; auto out = cv::gapi::BayerGR2RGB(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); SANITY_CHECK_NOTHING(); } PERF_TEST_P_(RGB2HSVPerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC3, sz, CV_8UC3, false); cv::cvtColor(in_mat1, in_mat1, cv::COLOR_BGR2RGB); cv::cvtColor(in_mat1, out_mat_ocv, cv::COLOR_RGB2HSV); cv::GMat in; auto out = cv::gapi::RGB2HSV(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); SANITY_CHECK_NOTHING(); } PERF_TEST_P_(RGB2YUV422PerfTest, TestPerformance) { compare_f cmpF = get<0>(GetParam()); Size sz = get<1>(GetParam()); cv::GCompileArgs compile_args = get<2>(GetParam()); initMatrixRandN(CV_8UC3, sz, CV_8UC2, false); cv::cvtColor(in_mat1, in_mat1, cv::COLOR_BGR2RGB); convertRGB2YUV422Ref(in_mat1, out_mat_ocv); cv::GMat in; auto out = cv::gapi::RGB2YUV422(in); cv::GComputation c(in, out); // Warm-up graph engine: c.apply(in_mat1, out_mat_gapi, std::move(compile_args)); TEST_CYCLE() { c.apply(in_mat1, out_mat_gapi); } EXPECT_TRUE(cmpF(out_mat_gapi, out_mat_ocv)); EXPECT_EQ(out_mat_gapi.size(), sz); SANITY_CHECK_NOTHING(); } //------------------------------------------------------------------------------ } #endif //OPENCV_GAPI_IMGPROC_PERF_TESTS_INL_HPP