1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287
|
// 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<int>)>,
"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<int> &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<int> 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
|