opencv/modules/gapi/test/cpu/gapi_ot_tests_cpu.cpp

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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) 2023 Intel Corporation
#include "../test_precomp.hpp"
#include <opencv2/gapi/ot.hpp>
#include <opencv2/gapi/cpu/ot.hpp>
#include "opencv2/gapi/streaming/meta.hpp"
#include "opencv2/gapi/streaming/cap.hpp"
namespace {
cv::gapi::ot::TrackingStatus from_string(const std::string& status) {
if (status == "NEW") {
return cv::gapi::ot::TrackingStatus::NEW;
}
else if (status == "TRACKED") {
return cv::gapi::ot::TrackingStatus::TRACKED;
}
else if (status == "LOST") {
return cv::gapi::ot::TrackingStatus::LOST;
}
throw std::runtime_error("String representation for cv::gapi::ot::TrackingStatus: \""
+ status + "\" contains incorrect value!");
}
} // anonymous namespace
namespace opencv_test {
struct FrameDetections {
std::size_t frame_no{};
std::vector<std::vector<cv::Rect>> boxes;
std::vector<std::vector<int32_t>> box_ids;
FrameDetections() {}
FrameDetections(std::size_t in_frame_no, const std::vector<std::vector<cv::Rect>>& in_boxes,
const std::vector<std::vector<int32_t>>& in_box_ids) :
frame_no(in_frame_no),
boxes(in_boxes),
box_ids(in_box_ids) {}
};
struct TrackerReference {
std::size_t frame_no{};
std::vector<std::vector<cv::Rect>> tracked_boxes;
std::vector<std::vector<int32_t>> tracked_box_ids;
std::vector<std::vector<uint64_t>> tracking_ids;
std::vector<std::vector<cv::gapi::ot::TrackingStatus>> tracking_statuses;
TrackerReference() {}
TrackerReference(std::size_t in_frame_no,
const std::vector<std::vector<cv::Rect>>& in_tracked_boxes,
const std::vector<std::vector<int32_t>>& in_tracked_box_ids,
const std::vector<std::vector<uint64_t>>& in_tracking_ids,
const std::vector<std::vector<cv::gapi::ot::TrackingStatus>>&
in_tracking_statuses) :
frame_no(in_frame_no),
tracked_boxes(in_tracked_boxes),
tracked_box_ids(in_tracked_box_ids),
tracking_ids(in_tracking_ids),
tracking_statuses(in_tracking_statuses) {}
};
struct FrameDetectionsParams {
FrameDetections value;
};
struct TrackerReferenceParams {
TrackerReference value;
};
} // namespace opencv_test
namespace cv {
namespace detail {
template<> struct CompileArgTag<opencv_test::FrameDetectionsParams> {
static const char* tag() {
return "org.opencv.test.frame_detections_params";
}
};
} // namespace detail
namespace detail {
template<> struct CompileArgTag<opencv_test::TrackerReferenceParams> {
static const char* tag() {
return "org.opencv.test.tracker_reference_params";
}
};
} // namespace detail
} // namespace cv
namespace opencv_test {
G_API_OP(CvVideo768x576_Detect, <std::tuple<cv::GArray<cv::Rect>, cv::GArray<int32_t>>(cv::GMat)>,
"test.custom.cv_video_768x576_detect") {
static std::tuple<cv::GArrayDesc, cv::GArrayDesc> outMeta(cv::GMatDesc) {
return std::make_tuple(cv::empty_array_desc(), cv::empty_array_desc());
}
};
GAPI_OCV_KERNEL_ST(OCV_CvVideo768x576_Detect, CvVideo768x576_Detect, FrameDetections) {
static void setup(cv::GMatDesc,
std::shared_ptr<FrameDetections> &state,
const cv::GCompileArgs &compileArgs) {
auto params = cv::gapi::getCompileArg<opencv_test::FrameDetectionsParams>(compileArgs)
.value_or(opencv_test::FrameDetectionsParams{ });
state = std::make_shared<FrameDetections>(params.value);
}
static void run(const cv::Mat&,
std::vector<cv::Rect> &out_boxes,
std::vector<int32_t> &out_box_ids,
FrameDetections &state) {
if (state.frame_no < state.boxes.size()) {
out_boxes = state.boxes[state.frame_no];
out_box_ids = state.box_ids[state.frame_no];
++state.frame_no;
}
}
};
G_API_OP(CheckTrackerResults, <cv::GOpaque<bool>(cv::GArray<cv::Rect>, cv::GArray<int32_t>,
cv::GArray<uint64_t>, cv::GArray<cv::gapi::ot::TrackingStatus>)>,
"test.custom.check_tracker_results") {
static cv::GOpaqueDesc outMeta(cv::GArrayDesc, cv::GArrayDesc, cv::GArrayDesc, cv::GArrayDesc) {
return cv::empty_gopaque_desc();
}
};
GAPI_OCV_KERNEL_ST(OCVCheckTrackerResults, CheckTrackerResults, TrackerReference) {
static void setup(cv::GArrayDesc, cv::GArrayDesc,
cv::GArrayDesc, cv::GArrayDesc,
std::shared_ptr<TrackerReference> &state,
const cv::GCompileArgs &compileArgs) {
auto params = cv::gapi::getCompileArg<opencv_test::TrackerReferenceParams>(compileArgs)
.value_or(opencv_test::TrackerReferenceParams{ });
state = std::make_shared<TrackerReference>(params.value);
}
static void run(const std::vector<cv::Rect> &in_tr_rcts,
const std::vector<int32_t> &in_det_ids,
const std::vector<uint64_t> &in_tr_ids,
const std::vector<cv::gapi::ot::TrackingStatus> &in_tr_statuses,
bool& success,
TrackerReference& state) {
if (state.frame_no < state.tracked_boxes.size()) {
auto reference_boxes = state.tracked_boxes[state.frame_no];
auto reference_box_ids = state.tracked_box_ids[state.frame_no];
auto reference_tr_ids = state.tracking_ids[state.frame_no];
auto reference_tr_statuses = state.tracking_statuses[state.frame_no];
success = true;
GAPI_Assert(in_tr_rcts.size() == reference_boxes.size());
GAPI_Assert(in_det_ids.size() == reference_box_ids.size());
GAPI_Assert(in_tr_ids.size() == reference_tr_ids.size());
GAPI_Assert(in_tr_statuses.size() == reference_tr_statuses.size());
for (uint32_t i = 0; (i < in_tr_rcts.size() && success); ++i) {
const cv::Rect& reference_rc = reference_boxes[i];
const cv::Rect& in_rc = in_tr_rcts[i];
success &= (reference_rc == in_rc);
success &= (reference_box_ids[i] == in_det_ids[i]);
success &= (reference_tr_ids[i] == in_tr_ids[i]);
success &= (reference_tr_statuses[i] == in_tr_statuses[i]);
}
++state.frame_no;
}
else {
success = true;
}
}
};
TEST(VASObjectTracker, PipelineTest)
{
constexpr int32_t frames_to_handle = 30;
std::string pathToVideo = opencv_test::findDataFile("cv/video/768x576.avi");
std::vector<std::vector<cv::Rect>> input_boxes(frames_to_handle);
std::vector<std::vector<int32_t>> input_det_ids(frames_to_handle);
std::string path_to_boxes = opencv_test::findDataFile("cv/video/vas_object_tracking/detections_30_frames.yml");
cv::FileStorage fs_input_boxes(path_to_boxes, cv::FileStorage::READ);
cv::FileNode fn_input_boxes = fs_input_boxes.root();
for (auto it = fn_input_boxes.begin(); it != fn_input_boxes.end(); ++it) {
cv::FileNode fn_frame = *it;
std::string frame_name = fn_frame.name();
int frame_no = std::stoi(frame_name.substr(frame_name.find("_") + 1));
for (auto fit = fn_frame.begin(); fit != fn_frame.end(); ++fit) {
cv::FileNode fn_box = *fit;
cv::Rect box((int)fn_box["x"], (int)fn_box["y"],
(int)fn_box["width"], (int)fn_box["height"]);
input_boxes[frame_no].push_back(box);
input_det_ids[frame_no].push_back(fn_box["id"]);
}
}
std::vector<std::vector<cv::Rect>> reference_trackings(frames_to_handle);
std::vector<std::vector<int32_t>> reference_trackings_det_ids(frames_to_handle);
std::vector<std::vector<uint64_t>> reference_trackings_tr_ids(frames_to_handle);
std::vector<std::vector<cv::gapi::ot::TrackingStatus>> reference_trackings_tr_statuses(frames_to_handle);
std::string path_to_trackings = opencv_test::findDataFile("cv/video/vas_object_tracking/trackings_30_frames.yml");
cv::FileStorage fs_reference_trackings(path_to_trackings, cv::FileStorage::READ);
cv::FileNode fn_reference_trackings = fs_reference_trackings.root();
for (auto it = fn_reference_trackings.begin(); it != fn_reference_trackings.end(); ++it) {
cv::FileNode fn_frame = *it;
std::string frame_name = fn_frame.name();
int frame_no = std::stoi(frame_name.substr(frame_name.find("_") + 1));
for (auto fit = fn_frame.begin(); fit != fn_frame.end(); ++fit) {
cv::FileNode fn_tracked_box = *fit;
cv::Rect tracked_box((int)fn_tracked_box["x"], (int)fn_tracked_box["y"],
(int)fn_tracked_box["width"], (int)fn_tracked_box["height"]);
reference_trackings[frame_no].push_back(tracked_box);
reference_trackings_det_ids[frame_no].push_back(fn_tracked_box["id"]);
reference_trackings_tr_ids[frame_no].push_back(int(fn_tracked_box["tracking_id"]));
reference_trackings_tr_statuses[frame_no].push_back(
from_string(fn_tracked_box["tracking_status"]));
}
}
cv::GMat in;
cv::GArray<cv::Rect> detections;
cv::GArray<int> det_ids;
std::tie(detections, det_ids) = CvVideo768x576_Detect::on(in);
constexpr float delta_time = 0.055f;
cv::GArray<cv::Rect> tracking_rects;
cv::GArray<int32_t> tracking_det_ids;
cv::GArray<uint64_t> tracking_ids;
cv::GArray<cv::gapi::ot::TrackingStatus> tracking_statuses;
std::tie(tracking_rects, tracking_det_ids, tracking_ids, tracking_statuses) =
cv::gapi::ot::track(in, detections, det_ids, delta_time);
cv::GOpaque<bool> check_result =
CheckTrackerResults::on(tracking_rects, tracking_det_ids, tracking_ids, tracking_statuses);
cv::GComputation ccomp(cv::GIn(in), cv::GOut(check_result));
opencv_test::FrameDetections fds { 0, input_boxes, input_det_ids };
opencv_test::TrackerReference tr { 0, reference_trackings,
reference_trackings_det_ids,
reference_trackings_tr_ids,
reference_trackings_tr_statuses };
// Graph compilation for streaming mode:
auto compiled =
ccomp.compileStreaming(cv::compile_args(
cv::gapi::combine(cv::gapi::kernels<OCV_CvVideo768x576_Detect,
OCVCheckTrackerResults>(),
cv::gapi::ot::cpu::kernels()),
opencv_test::FrameDetectionsParams{ fds },
opencv_test::TrackerReferenceParams{ tr }));
EXPECT_TRUE(compiled);
EXPECT_FALSE(compiled.running());
compiled.setSource<cv::gapi::wip::GCaptureSource>(pathToVideo);
// Start of streaming:
compiled.start();
EXPECT_TRUE(compiled.running());
// Streaming:
bool success;
std::size_t counter { }, limit { 30 };
while(compiled.pull(cv::gout(success)) && (counter < limit)) {
++counter;
}
compiled.stop();
EXPECT_TRUE(success);
EXPECT_FALSE(compiled.running());
}
} // namespace opencv_test