Open Source Computer Vision Library https://opencv.org/
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#include "perf_precomp.hpp"
#ifdef HAVE_CUDA
//////////////////////////////////////////////////////////////////////
// BruteForceMatcher_match
GPU_PERF_TEST(BruteForceMatcher_match, cv::gpu::DeviceInfo, int)
{
cv::gpu::DeviceInfo devInfo = GET_PARAM(0);
int desc_size = GET_PARAM(1);
cv::gpu::setDevice(devInfo.deviceID());
cv::Mat query_host(3000, desc_size, CV_32FC1);
cv::Mat train_host(3000, desc_size, CV_32FC1);
declare.in(query_host, train_host, WARMUP_RNG);
cv::gpu::GpuMat query(query_host);
cv::gpu::GpuMat train(train_host);
cv::gpu::GpuMat trainIdx, distance;
cv::gpu::BruteForceMatcher_GPU< cv::L2<float> > matcher;
declare.time(3.0);
TEST_CYCLE()
{
matcher.matchSingle(query, train, trainIdx, distance);
}
}
INSTANTIATE_TEST_CASE_P(Features2D, BruteForceMatcher_match, testing::Combine(
ALL_DEVICES,
testing::Values(64, 128, 256)));
//////////////////////////////////////////////////////////////////////
// BruteForceMatcher_knnMatch
GPU_PERF_TEST(BruteForceMatcher_knnMatch, cv::gpu::DeviceInfo, int, int)
{
cv::gpu::DeviceInfo devInfo = GET_PARAM(0);
int desc_size = GET_PARAM(1);
int k = GET_PARAM(2);
cv::gpu::setDevice(devInfo.deviceID());
cv::Mat query_host(3000, desc_size, CV_32FC1);
cv::Mat train_host(3000, desc_size, CV_32FC1);
declare.in(query_host, train_host, WARMUP_RNG);
cv::gpu::GpuMat query(query_host);
cv::gpu::GpuMat train(train_host);
cv::gpu::GpuMat trainIdx, distance, allDist;
cv::gpu::BruteForceMatcher_GPU< cv::L2<float> > matcher;
declare.time(3.0);
TEST_CYCLE()
{
matcher.knnMatchSingle(query, train, trainIdx, distance, allDist, k);
}
}
INSTANTIATE_TEST_CASE_P(Features2D, BruteForceMatcher_knnMatch, testing::Combine(
ALL_DEVICES,
testing::Values(64, 128, 256),
testing::Values(2, 3)));
//////////////////////////////////////////////////////////////////////
// BruteForceMatcher_radiusMatch
GPU_PERF_TEST(BruteForceMatcher_radiusMatch, cv::gpu::DeviceInfo, int)
{
cv::gpu::DeviceInfo devInfo = GET_PARAM(0);
int desc_size = GET_PARAM(1);
cv::gpu::setDevice(devInfo.deviceID());
cv::Mat query_host(3000, desc_size, CV_32FC1);
cv::Mat train_host(3000, desc_size, CV_32FC1);
fill(query_host, 0, 1);
fill(train_host, 0, 1);
cv::gpu::GpuMat query(query_host);
cv::gpu::GpuMat train(train_host);
cv::gpu::GpuMat trainIdx, nMatches, distance;
cv::gpu::BruteForceMatcher_GPU< cv::L2<float> > matcher;
declare.time(3.0);
TEST_CYCLE()
{
matcher.radiusMatchSingle(query, train, trainIdx, distance, nMatches, 2.0);
}
}
INSTANTIATE_TEST_CASE_P(Features2D, BruteForceMatcher_radiusMatch, testing::Combine(
ALL_DEVICES,
testing::Values(64, 128, 256)));
//////////////////////////////////////////////////////////////////////
// SURF
GPU_PERF_TEST_1(SURF, cv::gpu::DeviceInfo)
{
cv::gpu::DeviceInfo devInfo = GetParam();
cv::gpu::setDevice(devInfo.deviceID());
cv::Mat img_host = readImage("gpu/perf/aloe.jpg", cv::IMREAD_GRAYSCALE);
ASSERT_FALSE(img_host.empty());
cv::gpu::GpuMat img(img_host);
cv::gpu::GpuMat keypoints, descriptors;
cv::gpu::SURF_GPU surf;
declare.time(2.0);
TEST_CYCLE()
{
surf(img, cv::gpu::GpuMat(), keypoints, descriptors);
}
}
INSTANTIATE_TEST_CASE_P(Features2D, SURF, DEVICES(cv::gpu::GLOBAL_ATOMICS));
//////////////////////////////////////////////////////////////////////
// FAST
GPU_PERF_TEST_1(FAST, cv::gpu::DeviceInfo)
{
cv::gpu::DeviceInfo devInfo = GetParam();
cv::gpu::setDevice(devInfo.deviceID());
cv::Mat img_host = readImage("gpu/perf/aloe.jpg", cv::IMREAD_GRAYSCALE);
ASSERT_FALSE(img_host.empty());
cv::gpu::GpuMat img(img_host);
cv::gpu::GpuMat keypoints, descriptors;
cv::gpu::FAST_GPU fastGPU(20);
TEST_CYCLE()
{
fastGPU(img, cv::gpu::GpuMat(), keypoints);
}
}
INSTANTIATE_TEST_CASE_P(Features2D, FAST, DEVICES(cv::gpu::GLOBAL_ATOMICS));
//////////////////////////////////////////////////////////////////////
// ORB
GPU_PERF_TEST_1(ORB, cv::gpu::DeviceInfo)
{
cv::gpu::DeviceInfo devInfo = GetParam();
cv::gpu::setDevice(devInfo.deviceID());
cv::Mat img_host = readImage("gpu/perf/aloe.jpg", cv::IMREAD_GRAYSCALE);
ASSERT_FALSE(img_host.empty());
cv::gpu::GpuMat img(img_host);
cv::gpu::GpuMat keypoints, descriptors;
cv::gpu::ORB_GPU orbGPU(4000);
TEST_CYCLE()
{
orbGPU(img, cv::gpu::GpuMat(), keypoints, descriptors);
}
}
INSTANTIATE_TEST_CASE_P(Features2D, ORB, DEVICES(cv::gpu::GLOBAL_ATOMICS));
#endif