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https://github.com/pjreddie/darknet.git
synced 2023-08-10 21:13:14 +03:00
Tracking is simplified
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@ -52,8 +52,9 @@ class preview_boxes_t {
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struct preview_box_track_t {
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struct preview_box_track_t {
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unsigned int track_id, obj_id, last_showed_frames_ago;
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unsigned int track_id, obj_id, last_showed_frames_ago;
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bool current_detection;
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cv::Mat mat_obj;
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cv::Mat mat_obj;
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preview_box_track_t() : track_id(0), obj_id(0), last_showed_frames_ago(frames_history) {}
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preview_box_track_t() : track_id(0), obj_id(0), last_showed_frames_ago(frames_history), current_detection(false){}
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};
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};
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std::vector<preview_box_track_t> preview_box_track_id;
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std::vector<preview_box_track_t> preview_box_track_id;
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size_t const preview_box_size, bottom_offset;
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size_t const preview_box_size, bottom_offset;
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@ -63,9 +64,10 @@ public:
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preview_box_size(_preview_box_size), bottom_offset(_bottom_offset), one_off_detections(_one_off_detections)
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preview_box_size(_preview_box_size), bottom_offset(_bottom_offset), one_off_detections(_one_off_detections)
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{}
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{}
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void draw_preview_boxes(cv::Mat src_mat, cv::Mat draw_mat, std::vector<bbox_t> result_vec, bool draw_boxes = true)
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//void draw_preview_boxes(cv::Mat src_mat, cv::Mat draw_mat, std::vector<bbox_t> result_vec, bool draw_boxes = true)
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void set(cv::Mat src_mat, std::vector<bbox_t> result_vec)
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{
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{
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size_t const count_preview_boxes = draw_mat.cols / preview_box_size;
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size_t const count_preview_boxes = src_mat.cols / preview_box_size;
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if (preview_box_track_id.size() != count_preview_boxes) preview_box_track_id.resize(count_preview_boxes);
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if (preview_box_track_id.size() != count_preview_boxes) preview_box_track_id.resize(count_preview_boxes);
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// increment frames history
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// increment frames history
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@ -77,7 +79,7 @@ public:
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bool found = false;
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bool found = false;
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for (auto &i : preview_box_track_id) {
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for (auto &i : preview_box_track_id) {
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if (i.track_id == k.track_id) {
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if (i.track_id == k.track_id) {
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if(!one_off_detections)
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if (!one_off_detections)
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i.last_showed_frames_ago = 0;
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i.last_showed_frames_ago = 0;
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found = true;
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found = true;
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break;
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break;
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@ -101,7 +103,7 @@ public:
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{
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{
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// get object image
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// get object image
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cv::Mat dst = preview_box_track_id[i].mat_obj;
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cv::Mat dst = preview_box_track_id[i].mat_obj;
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bool current_detection = false;
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preview_box_track_id[i].current_detection = false;
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for (auto &k : result_vec) {
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for (auto &k : result_vec) {
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if (preview_box_track_id[i].track_id == k.track_id) {
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if (preview_box_track_id[i].track_id == k.track_id) {
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@ -114,26 +116,32 @@ public:
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cv::Mat roi = src_mat(rect_roi);
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cv::Mat roi = src_mat(rect_roi);
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cv::resize(roi, dst, cv::Size(preview_box_size, preview_box_size));
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cv::resize(roi, dst, cv::Size(preview_box_size, preview_box_size));
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preview_box_track_id[i].mat_obj = dst.clone();
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preview_box_track_id[i].mat_obj = dst.clone();
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current_detection = true;
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preview_box_track_id[i].current_detection = true;
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}
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}
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break;
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break;
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}
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}
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}
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}
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}
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}
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void draw(cv::Mat draw_mat)
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{
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// draw preview box (from old or current frame)
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for (size_t i = 0; i < preview_box_track_id.size(); ++i)
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{
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// draw object image
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// draw object image
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if (draw_boxes) {
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cv::Mat dst = preview_box_track_id[i].mat_obj;
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cv::Mat dst = preview_box_track_id[i].mat_obj;
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if (preview_box_track_id[i].last_showed_frames_ago < frames_history &&
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if (preview_box_track_id[i].last_showed_frames_ago < frames_history &&
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dst.size() == cv::Size(preview_box_size, preview_box_size))
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dst.size() == cv::Size(preview_box_size, preview_box_size))
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{
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{
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cv::Rect dst_rect_roi(cv::Point2i(i * preview_box_size, draw_mat.rows - bottom_offset), dst.size());
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cv::Rect dst_rect_roi(cv::Point2i(i * preview_box_size, draw_mat.rows - bottom_offset), dst.size());
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cv::Mat dst_roi = draw_mat(dst_rect_roi);
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cv::Mat dst_roi = draw_mat(dst_rect_roi);
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dst.copyTo(dst_roi);
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dst.copyTo(dst_roi);
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cv::Scalar color = obj_id_to_color(preview_box_track_id[i].obj_id);
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cv::Scalar color = obj_id_to_color(preview_box_track_id[i].obj_id);
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int thickness = (current_detection) ? 5 : 1;
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int thickness = (preview_box_track_id[i].current_detection) ? 5 : 1;
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cv::rectangle(draw_mat, dst_rect_roi, color, thickness);
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cv::rectangle(draw_mat, dst_rect_roi, color, thickness);
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}
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}
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}
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}
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}
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}
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}
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@ -141,7 +149,7 @@ public:
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void draw_boxes(cv::Mat mat_img, std::vector<bbox_t> result_vec, std::vector<std::string> obj_names,
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void draw_boxes(cv::Mat mat_img, std::vector<bbox_t> result_vec, std::vector<std::string> obj_names,
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unsigned int wait_msec = 0, int current_det_fps = -1, int current_cap_fps = -1)
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unsigned int wait_msec = 0, std::string win_name = "window name", int current_det_fps = -1, int current_cap_fps = -1)
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{
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{
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int const colors[6][3] = { { 1,0,1 },{ 0,0,1 },{ 0,1,1 },{ 0,1,0 },{ 1,1,0 },{ 1,0,0 } };
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int const colors[6][3] = { { 1,0,1 },{ 0,0,1 },{ 0,1,1 },{ 0,1,0 },{ 1,1,0 },{ 1,0,0 } };
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@ -164,7 +172,7 @@ void draw_boxes(cv::Mat mat_img, std::vector<bbox_t> result_vec, std::vector<std
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putText(mat_img, fps_str, cv::Point2f(10, 20), cv::FONT_HERSHEY_COMPLEX_SMALL, 1.2, cv::Scalar(50, 255, 0), 2);
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putText(mat_img, fps_str, cv::Point2f(10, 20), cv::FONT_HERSHEY_COMPLEX_SMALL, 1.2, cv::Scalar(50, 255, 0), 2);
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}
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}
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cv::imshow("window name", mat_img);
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cv::imshow(win_name, mat_img);
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cv::waitKey(wait_msec);
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cv::waitKey(wait_msec);
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}
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}
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#endif // OPENCV
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#endif // OPENCV
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@ -270,26 +278,25 @@ int main(int argc, char *argv[])
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det_image = detector.mat_to_image_resize(cur_frame);
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det_image = detector.mat_to_image_resize(cur_frame);
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auto old_result_vec = result_vec;
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auto old_result_vec = result_vec;
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result_vec = thread_result_vec;
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result_vec = thread_result_vec;
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result_vec = detector.tracking_id(result_vec); // comment it - if track_id is not required
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#ifdef TRACK_OPTFLOW
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#ifdef TRACK_OPTFLOW
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// track optical flow
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// track optical flow
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if (track_optflow_queue.size() > 0) {
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if (track_optflow_queue.size() > 0) {
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small_preview.draw_preview_boxes(track_optflow_queue.front(), cur_frame, result_vec, false);
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auto tmp_result_vec = detector.tracking_id(result_vec, false);
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small_preview.set(track_optflow_queue.front(), tmp_result_vec);
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std::queue<cv::Mat> new_track_optflow_queue;
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//std::cout << "\n !!!! all = " << track_optflow_queue.size() << ", cur = " << passed_flow_frames << std::endl;
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//std::cout << "\n !!!! all = " << track_optflow_queue.size() << ", cur = " << passed_flow_frames << std::endl;
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tracker_flow.update_tracking_flow(track_optflow_queue.front());
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tracker_flow.update_tracking_flow(track_optflow_queue.front());
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while (track_optflow_queue.size() > 1) {
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while (track_optflow_queue.size() > 1) {
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track_optflow_queue.pop();
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track_optflow_queue.pop();
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result_vec = tracker_flow.tracking_flow(track_optflow_queue.front(), result_vec);
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result_vec = tracker_flow.tracking_flow(track_optflow_queue.front(), result_vec, true);
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if (track_optflow_queue.size() <= passed_flow_frames && new_track_optflow_queue.size() == 0)
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new_track_optflow_queue = track_optflow_queue;
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}
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}
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track_optflow_queue = new_track_optflow_queue;
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track_optflow_queue.pop();
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passed_flow_frames = 0;
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passed_flow_frames = 0;
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}
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}
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#endif
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#endif
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result_vec = detector.tracking_id(result_vec); // comment it - if track_id is not required
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// add old tracked objects
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// add old tracked objects
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for (auto &i : old_result_vec) {
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for (auto &i : old_result_vec) {
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auto it = std::find_if(result_vec.begin(), result_vec.end(),
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auto it = std::find_if(result_vec.begin(), result_vec.end(),
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@ -316,11 +323,12 @@ int main(int argc, char *argv[])
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++fps_det_counter;
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++fps_det_counter;
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std::unique_lock<std::mutex> lock(mtx);
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std::unique_lock<std::mutex> lock(mtx);
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thread_result_vec = result;
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thread_result_vec = result;
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current_image = det_image;
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consumed = true;
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consumed = true;
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cv_detected.notify_all();
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cv_detected.notify_all();
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if(detector.wait_stream)
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if (detector.wait_stream) {
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while (consumed) cv_pre_tracked.wait(lock);
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while (consumed) cv_pre_tracked.wait(lock);
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}
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current_image = det_image;
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}
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}
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});
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});
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}
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}
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@ -335,15 +343,16 @@ int main(int argc, char *argv[])
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fps_cap_counter = 0;
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fps_cap_counter = 0;
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}
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}
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large_preview.set(cur_frame, result_vec);
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#ifdef TRACK_OPTFLOW
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#ifdef TRACK_OPTFLOW
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++passed_flow_frames;
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++passed_flow_frames;
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track_optflow_queue.push(cur_frame.clone());
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track_optflow_queue.push(cur_frame.clone());
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result_vec = tracker_flow.tracking_flow(cur_frame, result_vec, true); // track optical flow
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result_vec = tracker_flow.tracking_flow(cur_frame, result_vec, true); // track optical flow
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small_preview.draw_preview_boxes(cur_frame.clone(), cur_frame, result_vec, true);
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small_preview.draw(cur_frame);
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#endif
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#endif
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large_preview.draw_preview_boxes(cur_frame.clone(), cur_frame, result_vec, true);
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large_preview.draw(cur_frame);
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draw_boxes(cur_frame, result_vec, obj_names, 3, current_det_fps, current_cap_fps); // 3 or 16ms
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draw_boxes(cur_frame, result_vec, obj_names, 3, "window name", current_det_fps, current_cap_fps); // 3 or 16ms
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//show_console_result(result_vec, obj_names);
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//show_console_result(result_vec, obj_names);
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if (output_video.isOpened() && videowrite_ready) {
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if (output_video.isOpened() && videowrite_ready) {
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@ -252,7 +252,8 @@ YOLODLL_API std::vector<bbox_t> Detector::detect(image_t img, float thresh, bool
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return bbox_vec;
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return bbox_vec;
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}
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}
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YOLODLL_API std::vector<bbox_t> Detector::tracking_id(std::vector<bbox_t> cur_bbox_vec, int const frames_story, int const max_dist)
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YOLODLL_API std::vector<bbox_t> Detector::tracking_id(std::vector<bbox_t> cur_bbox_vec, bool const change_history,
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int const frames_story, int const max_dist)
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{
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{
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detector_gpu_t &det_gpu = *reinterpret_cast<detector_gpu_t *>(detector_gpu_ptr.get());
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detector_gpu_t &det_gpu = *reinterpret_cast<detector_gpu_t *>(detector_gpu_ptr.get());
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@ -301,8 +302,10 @@ YOLODLL_API std::vector<bbox_t> Detector::tracking_id(std::vector<bbox_t> cur_bb
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if (cur_bbox_vec[i].track_id == 0)
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if (cur_bbox_vec[i].track_id == 0)
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cur_bbox_vec[i].track_id = det_gpu.track_id[cur_bbox_vec[i].obj_id]++;
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cur_bbox_vec[i].track_id = det_gpu.track_id[cur_bbox_vec[i].obj_id]++;
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prev_bbox_vec_deque.push_front(cur_bbox_vec);
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if (change_history) {
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if (prev_bbox_vec_deque.size() > frames_story) prev_bbox_vec_deque.pop_back();
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prev_bbox_vec_deque.push_front(cur_bbox_vec);
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if (prev_bbox_vec_deque.size() > frames_story) prev_bbox_vec_deque.pop_back();
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}
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return cur_bbox_vec;
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return cur_bbox_vec;
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}
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}
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@ -58,7 +58,8 @@ public:
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YOLODLL_API int get_net_width() const;
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YOLODLL_API int get_net_width() const;
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YOLODLL_API int get_net_height() const;
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YOLODLL_API int get_net_height() const;
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YOLODLL_API std::vector<bbox_t> tracking_id(std::vector<bbox_t> cur_bbox_vec, int const frames_story = 6, int const max_dist = 150);
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YOLODLL_API std::vector<bbox_t> tracking_id(std::vector<bbox_t> cur_bbox_vec, bool const change_history = true,
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int const frames_story = 6, int const max_dist = 150);
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#ifdef OPENCV
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#ifdef OPENCV
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std::vector<bbox_t> detect(cv::Mat mat, float thresh = 0.2, bool use_mean = false)
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std::vector<bbox_t> detect(cv::Mat mat, float thresh = 0.2, bool use_mean = false)
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