Changed example of DLL/SO usage to work faster
| | |
| | | cv::Mat frame, prev_frame; |
| | | std::vector<bbox_t> result_vec, thread_result_vec; |
| | | detector.nms = 0.02; // comment it - if track_id is not required |
| | | std::thread td([]() {}); |
| | | for (cv::VideoCapture cap(filename); cap >> frame, cap.isOpened();) { |
| | | auto image_ptr = detector.mat_to_image(frame); |
| | | std::thread td([&]() { thread_result_vec = detector.detect(*image_ptr, 0.2); }); |
| | | td.join(); |
| | | result_vec = thread_result_vec; |
| | | cv::Mat det_frame = frame; |
| | | td = std::thread([&]() { thread_result_vec = detector.detect(det_frame, 0.2); }); |
| | | |
| | | if (!prev_frame.empty()) { |
| | | result_vec = detector.tracking(result_vec); // comment it - if track_id is not required |
| | | draw_boxes(prev_frame, result_vec, obj_names, 3); |
| | | show_result(result_vec, obj_names); |
| | | } |
| | | td.join(); |
| | | prev_frame = frame; |
| | | result_vec = thread_result_vec; |
| | | } |
| | | } |
| | | else { // image file |
| | |
| | | #endif |
| | | } |
| | | |
| | | YOLODLL_API int Detector::get_net_width() { |
| | | detector_gpu_t &detector_gpu = *reinterpret_cast<detector_gpu_t *>(detector_gpu_ptr.get()); |
| | | return detector_gpu.net.w; |
| | | } |
| | | YOLODLL_API int Detector::get_net_height() { |
| | | detector_gpu_t &detector_gpu = *reinterpret_cast<detector_gpu_t *>(detector_gpu_ptr.get()); |
| | | return detector_gpu.net.h; |
| | | } |
| | | |
| | | |
| | | YOLODLL_API std::vector<bbox_t> Detector::detect(std::string image_filename, float thresh) |
| | | { |
| | |
| | | YOLODLL_API std::vector<bbox_t> detect(image_t img, float thresh = 0.2); |
| | | static YOLODLL_API image_t load_image(std::string image_filename); |
| | | static YOLODLL_API void free_image(image_t m); |
| | | YOLODLL_API int get_net_width(); |
| | | YOLODLL_API int get_net_height(); |
| | | |
| | | YOLODLL_API std::vector<bbox_t> tracking(std::vector<bbox_t> cur_bbox_vec, int const frames_story = 4); |
| | | |
| | |
| | | { |
| | | if(mat.data == NULL) |
| | | throw std::runtime_error("file not found"); |
| | | auto image_ptr = mat_to_image(mat); |
| | | return detect(*image_ptr, thresh); |
| | | cv::Mat det_mat; |
| | | cv::resize(mat, det_mat, cv::Size(get_net_width(), get_net_height())); |
| | | auto image_ptr = mat_to_image(det_mat); |
| | | auto detection_boxes = detect(*image_ptr, thresh); |
| | | float wk = (float)mat.cols / det_mat.cols, hk = (float)mat.rows / det_mat.rows; |
| | | for (auto &i : detection_boxes) i.x*=wk, i.w*= wk, i.y*=hk, i.h*=hk; |
| | | return detection_boxes; |
| | | } |
| | | |
| | | static std::shared_ptr<image_t> mat_to_image(cv::Mat img) |