pose_robust_face.h
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//
// Created by DefTruth on 2021/7/18.
//
#ifndef LITE_AI_ORT_CV_POSE_ROBUST_FACE_H
#define LITE_AI_ORT_CV_POSE_ROBUST_FACE_H
#include "lite/ort/core/ort_core.h"
namespace ortcv
{
class LITE_EXPORTS PoseRobustFace
{
// pose robust face: multi-inputs & single output.
private:
Ort::Env ort_env;
Ort::Session *ort_session = nullptr;
std::vector<const char *> input_node_names;
std::vector<std::vector<int64_t>> input_node_dims; // >=1 inputs.
std::vector<size_t> input_tensor_sizes;
Ort::MemoryInfo memory_info_handler = Ort::MemoryInfo::CreateCpu(
OrtArenaAllocator, OrtMemTypeDefault);
std::vector<const char *> output_node_names;
std::vector<std::vector<int64_t>> output_node_dims; // >=1 outputs
const LITEORT_CHAR *onnx_path = nullptr;
const char *log_id = nullptr;
unsigned int num_outputs = 1;
unsigned int num_inputs = 1;
std::vector<float> input_values_handler; // 1x3x224x224
std::vector<float> yaw_values_handler; // (1,)
public:
explicit PoseRobustFace(const std::string &_onnx_path, unsigned int _num_threads = 1);
~PoseRobustFace();
public:
PoseRobustFace(const PoseRobustFace &) = delete;
PoseRobustFace(PoseRobustFace &&) = delete;
PoseRobustFace &operator=(const PoseRobustFace &) = delete;
PoseRobustFace &operator=(PoseRobustFace &&) = delete;
private:
const unsigned int num_threads; // init at runtime.
// normalize to (0., 1.)
static constexpr const float mean_val = 0.f;
static constexpr const float scale_val = 1.f / 255.0f;
private:
Ort::Value transform(const cv::Mat &mat);
void print_debug_string();
public:
void detect(const cv::Mat &mat, types::FaceContent &face_content, float yaw = 0.f);
};
}
#endif //LITE_AI_ORT_CV_POSE_ROBUST_FACE_H