#ifdef VP_WITH_TRT #include "vp_trt_vehicle_plate_detector_v2.h" namespace vp_nodes { vp_trt_vehicle_plate_detector_v2::vp_trt_vehicle_plate_detector_v2(std::string node_name, std::string plate_det_model_path, std::string char_rec_model_path): vp_primary_infer_node(node_name, "") { plate_detector = std::make_shared(plate_det_model_path, char_rec_model_path); this->initialized(); } vp_trt_vehicle_plate_detector_v2::~vp_trt_vehicle_plate_detector_v2() { deinitialized(); } void vp_trt_vehicle_plate_detector_v2::postprocess(const std::vector& raw_outputs, const std::vector>& frame_meta_with_batch) { } // please refer to vp_infer_node::run_infer_combinations void vp_trt_vehicle_plate_detector_v2::run_infer_combinations(const std::vector>& frame_meta_with_batch) { std::vector mats_to_infer; // start auto start_time = std::chrono::system_clock::now(); // prepare data, as same as base class vp_primary_infer_node::prepare(frame_meta_with_batch, mats_to_infer); auto prepare_time = std::chrono::duration_cast(std::chrono::system_clock::now() - start_time); start_time = std::chrono::system_clock::now(); // here we detect vehicle plate on the whole big frame std::vector> plates; plate_detector->detect(mats_to_infer, plates); for (int i = 0; i < plates.size(); i++) { auto& frame_meta = frame_meta_with_batch[i]; for (int j = 0; j < plates[i].size(); j++) { auto& plate = plates[i][j]; // only plate detection but no recognition result if (plate.text.empty()) { continue; } // check value range auto x = std::max(0, plate.x); auto y = std::max(0, plate.y); auto w = std::min(plate.width, frame_meta->frame.cols - x); auto h = std::min(plate.height, frame_meta->frame.rows - y); if (w <= 0 || h <=0) { continue; } // create target and update back into frame meta /* we treat vehicle plate as target in vp_frame_meta.targets, 1. x,y,width,height in vp_frame_target stand for location of plate in frame 2. primary_label in vp_frame_target stands for plate color and plate text, which combined with '_' */ auto target = std::make_shared(x, y, w, h, -1, 0, frame_meta->frame_index, frame_meta->channel_index, plate.color + "_" + plate.text); frame_meta->targets.push_back(target); VP_INFO("plate-color:" + plate.color + " plate-text:" + plate.text); } } auto infer_time = std::chrono::duration_cast(std::chrono::system_clock::now() - start_time); // can not calculate preprocess time and postprocess time, set 0 by default. vp_infer_node::infer_combinations_time_cost(mats_to_infer.size(), prepare_time.count(), 0, infer_time.count(), 0); } } #endif