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samples/multi_detectors_sample.cpp
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49
samples/multi_detectors_sample.cpp
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#include "../nodes/vp_file_src_node.h"
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#include "../nodes/infers/vp_yolo_detector_node.h"
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#include "../nodes/osd/vp_osd_node.h"
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#include "../nodes/vp_split_node.h"
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#include "../nodes/vp_screen_des_node.h"
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#include "../nodes/vp_rtsp_des_node.h"
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#include "../utils/analysis_board/vp_analysis_board.h"
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/*
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* ## multi_detectors_sample ##
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* detect obstacles AND vehicles using yolo on road.
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*/
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int main() {
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VP_SET_LOG_LEVEL(vp_utils::vp_log_level::INFO);
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VP_LOGGER_INIT();
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// create nodes
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auto file_src_0 = std::make_shared<vp_nodes::vp_file_src_node>("file_src_0", 0, "./vp_data/test_video/unclear.mp4", 0.5);
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auto file_src_1 = std::make_shared<vp_nodes::vp_file_src_node>("file_src_1", 1, "./vp_data/test_video/roadblock.mp4", 0.6);
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auto obstacle_detector = std::make_shared<vp_nodes::vp_yolo_detector_node>("obstacle_detector", "./vp_data/models/det_cls/obstacles_yolov5s.onnx", "", "./vp_data/models/det_cls/obstacles_2classes.txt", 640, 640);
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// MUST set class_id_offset for the 2nd detector which is equal with total classes of the 1st detectors
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auto vehicle_detector = std::make_shared<vp_nodes::vp_yolo_detector_node>("vehicle_detector", "./vp_data/models/det_cls/yolov3-tiny-2022-0721_best.weights", "./vp_data/models/det_cls/yolov3-tiny-2022-0721.cfg", "./vp_data/models/det_cls/yolov3_tiny_5classes.txt", 416, 416, 1, 2);
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auto osd = std::make_shared<vp_nodes::vp_osd_node>("osd");
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auto split = std::make_shared<vp_nodes::vp_split_node>("split_by_channel", true);
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auto screen_des_0 = std::make_shared<vp_nodes::vp_screen_des_node>("screen_des_0", 0);
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auto srceen_des_1 = std::make_shared<vp_nodes::vp_screen_des_node>("screen_des_1", 1);
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// construct pipeline
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obstacle_detector->attach_to({file_src_0, file_src_1});
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vehicle_detector->attach_to({obstacle_detector});
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osd->attach_to({vehicle_detector});
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split->attach_to({osd});
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screen_des_0->attach_to({split});
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srceen_des_1->attach_to({split});
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file_src_0->start();
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file_src_1->start();
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// for debug purpose
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vp_utils::vp_analysis_board board({file_src_0, file_src_1});
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board.display(1, false);
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std::string wait;
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std::getline(std::cin, wait);
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file_src_0->detach_recursively();
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file_src_1->detach_recursively();
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}
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