video(perf): add Mog2/KNN tests, fixed bug in prepareData()

prepareData() bug feeds the same image (the latest)
OCL perf test doesn't pass accuracy(!) check now, so this check is disabled.
This commit is contained in:
Alexander Alekhin 2018-01-05 06:50:19 +00:00
parent 16821b877c
commit be01ea734d
4 changed files with 244 additions and 30 deletions

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@ -1,8 +1,13 @@
// 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
#ifdef HAVE_VIDEO_INPUT
#include "../perf_bgfg_utils.hpp"
namespace cvtest {
namespace ocl {
@ -13,31 +18,7 @@ typedef tuple<string, int> VideoMOG2ParamType;
typedef TestBaseWithParam<VideoMOG2ParamType> MOG2_Apply;
typedef TestBaseWithParam<VideoMOG2ParamType> MOG2_GetBackgroundImage;
static void cvtFrameFmt(vector<Mat>& input, vector<Mat>& output)
{
for(int i = 0; i< (int)(input.size()); i++)
{
cvtColor(input[i], output[i], COLOR_RGB2GRAY);
}
}
static void prepareData(VideoCapture& cap, int cn, vector<Mat>& frame_buffer)
{
cv::Mat frame;
std::vector<Mat> frame_buffer_init;
int nFrame = (int)frame_buffer.size();
for(int i = 0; i < nFrame; i++)
{
cap >> frame;
ASSERT_FALSE(frame.empty());
frame_buffer_init.push_back(frame);
}
if(cn == 1)
cvtFrameFmt(frame_buffer_init, frame_buffer);
else
frame_buffer = frame_buffer_init;
}
using namespace opencv_test;
OCL_PERF_TEST_P(MOG2_Apply, Mog2, Combine(Values("gpu/video/768x576.avi", "gpu/video/1920x1080.avi"), Values(1,3)))
{
@ -66,23 +47,26 @@ OCL_PERF_TEST_P(MOG2_Apply, Mog2, Combine(Values("gpu/video/768x576.avi", "gpu/v
mog2->apply(frame_buffer[i], u_foreground);
}
}
SANITY_CHECK(u_foreground);
SANITY_CHECK_NOTHING();
}
OCL_PERF_TEST_P(MOG2_GetBackgroundImage, Mog2, Combine(Values("gpu/video/768x576.avi", "gpu/video/1920x1080.avi"), Values(3)))
OCL_PERF_TEST_P(MOG2_GetBackgroundImage, Mog2, Values(
std::make_pair<string, int>("gpu/video/768x576.avi", 5),
std::make_pair<string, int>("gpu/video/1920x1080.avi", 5)))
{
VideoMOG2ParamType params = GetParam();
const string inputFile = getDataPath(get<0>(params));
const int cn = get<1>(params);
int nFrame = 5;
const int cn = 3;
const int skipFrames = get<1>(params);
int nFrame = 10;
vector<Mat> frame_buffer(nFrame);
cv::VideoCapture cap(inputFile);
ASSERT_TRUE(cap.isOpened());
prepareData(cap, cn, frame_buffer);
prepareData(cap, cn, frame_buffer, skipFrames);
UMat u_foreground, u_background;
@ -98,6 +82,10 @@ OCL_PERF_TEST_P(MOG2_GetBackgroundImage, Mog2, Combine(Values("gpu/video/768x576
}
mog2->getBackgroundImage(u_background);
}
#ifdef DEBUG_BGFG
imwrite(format("fg_%d_%d_mog2_ocl.png", frame_buffer[0].rows, cn), u_foreground.getMat(ACCESS_READ));
imwrite(format("bg_%d_%d_mog2_ocl.png", frame_buffer[0].rows, cn), u_background.getMat(ACCESS_READ));
#endif
SANITY_CHECK_NOTHING();
}

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@ -0,0 +1,89 @@
// 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"
#ifdef HAVE_VIDEO_INPUT
#include "perf_bgfg_utils.hpp"
namespace opencv_test { namespace {
//////////////////////////// KNN//////////////////////////
typedef tuple<std::string, int> VideoKNNParamType;
typedef TestBaseWithParam<VideoKNNParamType> KNN_Apply;
typedef TestBaseWithParam<VideoKNNParamType> KNN_GetBackgroundImage;
PERF_TEST_P(KNN_Apply, KNN, Combine(Values("gpu/video/768x576.avi", "gpu/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);
ASSERT_TRUE(cap.isOpened());
prepareData(cap, cn, frame_buffer);
Mat foreground;
TEST_CYCLE()
{
Ptr<cv::BackgroundSubtractorKNN> knn = createBackgroundSubtractorKNN();
knn->setDetectShadows(false);
foreground.release();
for (int i = 0; i < nFrame; i++)
{
knn->apply(frame_buffer[i], foreground);
}
}
SANITY_CHECK_NOTHING();
}
PERF_TEST_P(KNN_GetBackgroundImage, KNN, Values(
std::make_pair<string, int>("gpu/video/768x576.avi", 5),
std::make_pair<string, int>("gpu/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);
ASSERT_TRUE(cap.isOpened());
prepareData(cap, cn, frame_buffer, skipFrames);
Mat foreground, background;
TEST_CYCLE()
{
Ptr<cv::BackgroundSubtractorKNN> knn = createBackgroundSubtractorKNN();
knn->setDetectShadows(false);
foreground.release();
background.release();
for (int i = 0; i < nFrame; i++)
{
knn->apply(frame_buffer[i], foreground);
}
knn->getBackgroundImage(background);
}
#ifdef DEBUG_BGFG
imwrite(format("fg_%d_%d_knn.png", frame_buffer[0].rows, cn), foreground);
imwrite(format("bg_%d_%d_knn.png", frame_buffer[0].rows, cn), background);
#endif
SANITY_CHECK_NOTHING();
}
}}// namespace
#endif

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@ -0,0 +1,89 @@
// 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"
#ifdef HAVE_VIDEO_INPUT
#include "perf_bgfg_utils.hpp"
namespace opencv_test { namespace {
//////////////////////////// Mog2//////////////////////////
typedef tuple<std::string, int> VideoMOG2ParamType;
typedef TestBaseWithParam<VideoMOG2ParamType> MOG2_Apply;
typedef TestBaseWithParam<VideoMOG2ParamType> MOG2_GetBackgroundImage;
PERF_TEST_P(MOG2_Apply, Mog2, Combine(Values("gpu/video/768x576.avi", "gpu/video/1920x1080.avi"), Values(1,3)))
{
VideoMOG2ParamType 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);
ASSERT_TRUE(cap.isOpened());
prepareData(cap, cn, frame_buffer);
Mat foreground;
TEST_CYCLE()
{
Ptr<cv::BackgroundSubtractorMOG2> mog2 = createBackgroundSubtractorMOG2();
mog2->setDetectShadows(false);
foreground.release();
for (int i = 0; i < nFrame; i++)
{
mog2->apply(frame_buffer[i], foreground);
}
}
SANITY_CHECK_NOTHING();
}
PERF_TEST_P(MOG2_GetBackgroundImage, Mog2, Values(
std::make_pair<string, int>("gpu/video/768x576.avi", 5),
std::make_pair<string, int>("gpu/video/1920x1080.avi", 5)))
{
VideoMOG2ParamType 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);
ASSERT_TRUE(cap.isOpened());
prepareData(cap, cn, frame_buffer, skipFrames);
Mat foreground, background;
TEST_CYCLE()
{
Ptr<cv::BackgroundSubtractorMOG2> mog2 = createBackgroundSubtractorMOG2();
mog2->setDetectShadows(false);
foreground.release();
background.release();
for (int i = 0; i < nFrame; i++)
{
mog2->apply(frame_buffer[i], foreground);
}
mog2->getBackgroundImage(background);
}
#ifdef DEBUG_BGFG
imwrite(format("fg_%d_%d_mog2.png", frame_buffer[0].rows, cn), foreground);
imwrite(format("bg_%d_%d_mog2.png", frame_buffer[0].rows, cn), background);
#endif
SANITY_CHECK_NOTHING();
}
}}// namespace
#endif

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@ -0,0 +1,48 @@
// 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.
namespace opencv_test {
//#define DEBUG_BGFG
using namespace testing;
using namespace cvtest;
using namespace perf;
namespace {
using namespace cv;
static void cvtFrameFmt(std::vector<Mat>& input, std::vector<Mat>& output)
{
for(int i = 0; i< (int)(input.size()); i++)
{
cvtColor(input[i], output[i], COLOR_RGB2GRAY);
}
}
static void prepareData(VideoCapture& cap, int cn, std::vector<Mat>& frame_buffer, int skipFrames = 0)
{
std::vector<Mat> frame_buffer_init;
int nFrame = (int)frame_buffer.size();
for (int i = 0; i < skipFrames; i++)
{
cv::Mat frame;
cap >> frame;
}
for (int i = 0; i < nFrame; i++)
{
cv::Mat frame;
cap >> frame;
ASSERT_FALSE(frame.empty());
frame_buffer_init.push_back(frame);
}
if (cn == 1)
cvtFrameFmt(frame_buffer_init, frame_buffer);
else
frame_buffer.swap(frame_buffer_init);
}
}}