// // Created by DefTruth on 2022/1/16. // #ifndef LITE_AI_TOOLKIT_ORT_CV_YOLO5FACE_H #define LITE_AI_TOOLKIT_ORT_CV_YOLO5FACE_H #include "lite/ort/core/ort_core.h" namespace ortcv { class LITE_EXPORTS YOLO5Face : public BasicOrtHandler { public: explicit YOLO5Face(const std::string &_onnx_path, unsigned int _num_threads = 1); ~YOLO5Face() override = default; private: // nested classes typedef struct { float ratio; int dw; int dh; bool flag; } YOLO5FaceScaleParams; private: static constexpr const float mean_val = 0.f; // RGB static constexpr const float scale_val = 1.0 / 255.f; static constexpr const unsigned int max_nms = 30000; private: Ort::Value transform(const cv::Mat &mat_rs) override; // without resize void resize_unscale(const cv::Mat &mat, cv::Mat &mat_rs, int target_height, int target_width, YOLO5FaceScaleParams &scale_params); void generate_bboxes_kps(const YOLO5FaceScaleParams &scale_params, std::vector &bbox_kps_collection, std::vector &output_tensors, float score_threshold, float img_height, float img_width); // rescale & exclude void nms_bboxes_kps(std::vector &input, std::vector &output, float iou_threshold, unsigned int topk); public: void detect(const cv::Mat &mat, std::vector &detected_boxes_kps, float score_threshold = 0.3f, float iou_threshold = 0.45f, unsigned int topk = 400); }; } #endif //LITE_AI_TOOLKIT_ORT_CV_YOLO5FACE_H