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b476ed6d06
imgproc: optimized nearest neighbour interpolation for warpAffine, warpPerspective and remap #26505 PR Description has a limit of 65536 characters. So performance stats are attached below. ### Pull Request Readiness Checklist See details at https://github.com/opencv/opencv/wiki/How_to_contribute#making-a-good-pull-request - [x] I agree to contribute to the project under Apache 2 License. - [x] To the best of my knowledge, the proposed patch is not based on a code under GPL or another license that is incompatible with OpenCV - [x] The PR is proposed to the proper branch - [x] There is a reference to the original bug report and related work - [x] There is accuracy test, performance test and test data in opencv_extra repository, if applicable Patch to opencv_extra has the same branch name. - [x] The feature is well documented and sample code can be built with the project CMake
268 lines
8.5 KiB
C++
268 lines
8.5 KiB
C++
// This file is part of OpenCV project.
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// It is subject to the license terms in the LICENSE file found in the top-level directory
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// of this distribution and at http://opencv.org/license.html.
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#include "perf_precomp.hpp"
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namespace opencv_test {
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CV_ENUM(BorderMode, BORDER_CONSTANT, BORDER_REPLICATE)
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CV_ENUM(InterType, INTER_NEAREST, INTER_LINEAR)
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CV_ENUM(InterTypeExtended, INTER_NEAREST, INTER_LINEAR, WARP_RELATIVE_MAP)
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typedef TestBaseWithParam< tuple<Size, InterType, BorderMode, MatType> > TestWarpAffine;
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typedef TestBaseWithParam< tuple<Size, InterType, BorderMode, MatType> > TestWarpPerspective;
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typedef TestBaseWithParam< tuple<Size, InterType, BorderMode, MatType> > TestWarpPerspectiveNear_t;
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typedef TestBaseWithParam< tuple<Size, InterTypeExtended, BorderMode, MatType> > TestRemap;
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void update_map(const Mat& src, Mat& map_x, Mat& map_y, bool relative = false );
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PERF_TEST_P( TestWarpAffine, WarpAffine,
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Combine(
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Values( szVGA, sz720p, sz1080p ),
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InterType::all(),
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BorderMode::all(),
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Values(CV_8UC3, CV_16UC3, CV_32FC3, CV_8UC1, CV_16UC1, CV_32FC1, CV_8UC4, CV_16UC4, CV_32FC4)
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)
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)
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{
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Size sz, szSrc(512, 512);
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int type, borderMode, interType;
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sz = get<0>(GetParam());
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interType = get<1>(GetParam());
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borderMode = get<2>(GetParam());
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type = get<3>(GetParam());
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Scalar borderColor = Scalar::all(150);
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Mat src(szSrc,type), dst(sz, type);
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switch (src.depth()) {
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case CV_8U: {
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cvtest::fillGradient<uint8_t>(src);
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if(borderMode == BORDER_CONSTANT) cvtest::smoothBorder<uint8_t>(src, borderColor, 1);
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break;
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}
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case CV_16U: {
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cvtest::fillGradient<uint16_t>(src);
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if(borderMode == BORDER_CONSTANT) cvtest::smoothBorder<uint16_t>(src, borderColor, 1);
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break;
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}
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case CV_32F: {
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cvtest::fillGradient<float>(src);
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if(borderMode == BORDER_CONSTANT) cvtest::smoothBorder<float>(src, borderColor, 1);
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break;
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}
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}
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Mat warpMat = getRotationMatrix2D(Point2f(src.cols/2.f, src.rows/2.f), 30., 2.2);
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declare.in(src).out(dst);
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TEST_CYCLE() warpAffine( src, dst, warpMat, sz, interType, borderMode, borderColor );
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SANITY_CHECK(dst, 1);
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}
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PERF_TEST_P( TestWarpPerspective, WarpPerspective,
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Combine(
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Values( szVGA, sz720p, sz1080p ),
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InterType::all(),
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BorderMode::all(),
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Values(CV_8UC3, CV_16UC3, CV_32FC3, CV_8UC1, CV_16UC1, CV_32FC1, CV_8UC4, CV_16UC4, CV_32FC4)
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)
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)
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{
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Size sz, szSrc(512, 512);
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int type, borderMode, interType;
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sz = get<0>(GetParam());
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interType = get<1>(GetParam());
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borderMode = get<2>(GetParam());
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type = get<3>(GetParam());
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Scalar borderColor = Scalar::all(150);
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Mat src(szSrc, type), dst(sz, type);
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switch (src.depth()) {
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case CV_8U: {
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cvtest::fillGradient<uint8_t>(src);
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if(borderMode == BORDER_CONSTANT) cvtest::smoothBorder<uint8_t>(src, borderColor, 1);
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break;
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}
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case CV_16U: {
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cvtest::fillGradient<uint16_t>(src);
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if(borderMode == BORDER_CONSTANT) cvtest::smoothBorder<uint16_t>(src, borderColor, 1);
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break;
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}
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case CV_32F: {
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cvtest::fillGradient<float>(src);
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if(borderMode == BORDER_CONSTANT) cvtest::smoothBorder<float>(src, borderColor, 1);
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break;
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}
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}
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Mat rotMat = getRotationMatrix2D(Point2f(src.cols/2.f, src.rows/2.f), 30., 2.2);
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Mat warpMat(3, 3, CV_64FC1);
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for(int r=0; r<2; r++)
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for(int c=0; c<3; c++)
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warpMat.at<double>(r, c) = rotMat.at<double>(r, c);
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warpMat.at<double>(2, 0) = .3/sz.width;
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warpMat.at<double>(2, 1) = .3/sz.height;
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warpMat.at<double>(2, 2) = 1;
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declare.in(src).out(dst);
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TEST_CYCLE() warpPerspective( src, dst, warpMat, sz, interType, borderMode, borderColor );
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SANITY_CHECK(dst, 1);
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}
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PERF_TEST_P( TestRemap, map1_32fc1,
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Combine(
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Values( szVGA, sz1080p ),
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InterTypeExtended::all(),
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BorderMode::all(),
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Values(CV_8UC3, CV_16UC3, CV_32FC3, CV_8UC1, CV_16UC1, CV_32FC1, CV_8UC4, CV_16UC4, CV_32FC4)
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)
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)
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{
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Size size = get<0>(GetParam());
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int interpolationType = get<1>(GetParam());
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int borderMode = get<2>(GetParam());
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int type = get<3>(GetParam());
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unsigned int height = size.height;
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unsigned int width = size.width;
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Mat source(height, width, type);
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Mat destination;
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Mat map_x(height, width, CV_32F);
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Mat map_y(height, width, CV_32F);
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declare.in(source, WARMUP_RNG);
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update_map(source, map_x, map_y, ((interpolationType & WARP_RELATIVE_MAP) != 0));
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TEST_CYCLE()
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{
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remap(source, destination, map_x, map_y, interpolationType, borderMode);
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}
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SANITY_CHECK_NOTHING();
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}
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PERF_TEST_P( TestRemap, map1_32fc2,
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Combine(
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Values( szVGA, sz1080p ),
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InterTypeExtended::all(),
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BorderMode::all(),
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Values(CV_8UC3, CV_16UC3, CV_32FC3, CV_8UC1, CV_16UC1, CV_32FC1, CV_8UC4, CV_16UC4, CV_32FC4)
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)
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)
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{
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Size size = get<0>(GetParam());
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int interpolationType = get<1>(GetParam());
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int borderMode = get<2>(GetParam());
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int type = get<3>(GetParam());
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unsigned int height = size.height;
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unsigned int width = size.width;
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Mat source(height, width, type);
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Mat destination;
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Mat map_x(height, width, CV_32FC2);
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Mat map_y;
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declare.in(source, WARMUP_RNG);
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update_map(source, map_x, map_y, ((interpolationType & WARP_RELATIVE_MAP) != 0));
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TEST_CYCLE()
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{
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remap(source, destination, map_x, map_y, interpolationType, borderMode);
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}
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SANITY_CHECK_NOTHING();
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}
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void update_map(const Mat& src, Mat& map_x, Mat& map_y, bool relative )
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{
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if (map_y.empty()) {
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float *ptr_x = map_x.ptr<float>();
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for (int j = 0; j < src.rows; j++) {
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for (int i = 0; i < src.cols; i++) {
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size_t offset = 2 * j * src.cols + 2 * i;
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if( i > src.cols*0.25 && i < src.cols*0.75 && j > src.rows*0.25 && j < src.rows*0.75 )
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{
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ptr_x[offset] = 2*( i - src.cols*0.25f ) + 0.5f ;
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ptr_x[offset+1] = 2*( j - src.rows*0.25f ) + 0.5f ;
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}
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else
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{
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ptr_x[offset] = 0 ;
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ptr_x[offset+1] = 0 ;
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}
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if( relative )
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{
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ptr_x[offset] -= static_cast<float>(i) ;
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ptr_x[offset+1] -= static_cast<float>(j) ;
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}
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}
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}
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} else {
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for( int j = 0; j < src.rows; j++ )
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{
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for( int i = 0; i < src.cols; i++ )
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{
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if( i > src.cols*0.25 && i < src.cols*0.75 && j > src.rows*0.25 && j < src.rows*0.75 )
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{
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map_x.at<float>(j,i) = 2*( i - src.cols*0.25f ) + 0.5f ;
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map_y.at<float>(j,i) = 2*( j - src.rows*0.25f ) + 0.5f ;
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}
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else
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{
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map_x.at<float>(j,i) = 0 ;
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map_y.at<float>(j,i) = 0 ;
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}
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if( relative )
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{
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map_x.at<float>(j,i) -= static_cast<float>(i);
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map_y.at<float>(j,i) -= static_cast<float>(j);
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}
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}
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}
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}
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}
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PERF_TEST(Transform, getPerspectiveTransform_1000)
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{
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unsigned int size = 8;
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Mat source(1, size/2, CV_32FC2);
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Mat destination(1, size/2, CV_32FC2);
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Mat transformCoefficient;
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declare.in(source, destination, WARMUP_RNG);
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PERF_SAMPLE_BEGIN()
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for (int i = 0; i < 1000; i++)
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{
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transformCoefficient = getPerspectiveTransform(source, destination);
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}
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PERF_SAMPLE_END()
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SANITY_CHECK_NOTHING();
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}
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PERF_TEST(Transform, getPerspectiveTransform_QR_1000)
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{
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unsigned int size = 8;
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Mat source(1, size/2, CV_32FC2);
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Mat destination(1, size/2, CV_32FC2);
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Mat transformCoefficient;
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declare.in(source, destination, WARMUP_RNG);
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PERF_SAMPLE_BEGIN()
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for (int i = 0; i < 1000; i++)
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{
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transformCoefficient = getPerspectiveTransform(source, destination, DECOMP_QR);
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}
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PERF_SAMPLE_END()
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SANITY_CHECK_NOTHING();
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}
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} // namespace
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