| | |
| | | #pragma once |
| | | #include <memory> |
| | | #include <vector> |
| | | #include <deque> |
| | | #include <algorithm> |
| | | |
| | | #ifdef OPENCV |
| | | #include <opencv2/opencv.hpp> // C++ |
| | |
| | | #include "opencv2/imgproc/imgproc_c.h" // C |
| | | #endif // OPENCV |
| | | |
| | | //extern "C" { |
| | | //#include "image.h" |
| | | //} |
| | | |
| | | #ifdef YOLODLL_EXPORTS |
| | | #if defined(_MSC_VER) |
| | | #define YOLODLL_API __declspec(dllexport) |
| | | #else |
| | | #define YOLODLL_API __attribute__((visibility("default"))) |
| | | #endif |
| | | #else |
| | | #if defined(_MSC_VER) |
| | | #define YOLODLL_API __declspec(dllimport) |
| | | #else |
| | | #define YOLODLL_API |
| | | #endif |
| | | #endif |
| | | |
| | | struct bbox_t { |
| | | float x, y, w, h; |
| | | float prob; |
| | | unsigned int obj_id; |
| | | unsigned int x, y, w, h; // (x,y) - top-left corner, (w, h) - width & height of bounded box |
| | | float prob; // confidence - probability that the object was found correctly |
| | | unsigned int obj_id; // class of object - from range [0, classes-1] |
| | | unsigned int track_id; // tracking id for video (0 - untracked, 1 - inf - tracked object) |
| | | }; |
| | | |
| | | typedef struct { |
| | | int h; |
| | | int w; |
| | | int c; |
| | | float *data; |
| | | } image_t; |
| | | struct image_t { |
| | | int h; // height |
| | | int w; // width |
| | | int c; // number of chanels (3 - for RGB) |
| | | float *data; // pointer to the image data |
| | | }; |
| | | |
| | | |
| | | class Detector { |
| | | std::shared_ptr<void> detector_gpu_ptr; |
| | | public: |
| | | float nms = .4; |
| | | |
| | | YOLODLL_API Detector(std::string cfg_filename, std::string weight_filename, int gpu_id = 0); |
| | | YOLODLL_API ~Detector(); |
| | | |
| | | YOLODLL_API std::vector<bbox_t> Detector::detect(std::string image_filename, float thresh = 0.2); |
| | | YOLODLL_API std::vector<bbox_t> detect(std::string image_filename, float thresh = 0.2, bool use_mean = false); |
| | | YOLODLL_API std::vector<bbox_t> detect(image_t img, float thresh = 0.2, bool use_mean = false); |
| | | 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> detect(image_t img, float thresh = 0.2); |
| | | |
| | | YOLODLL_API std::vector<bbox_t> tracking(std::vector<bbox_t> cur_bbox_vec, int const frames_story = 6); |
| | | |
| | | #ifdef OPENCV |
| | | std::vector<bbox_t> detect(cv::Mat mat, float thresh = 0.2) { |
| | | std::shared_ptr<image_t> image_ptr(new image_t, [](image_t *img) { free_image(*img); } ); |
| | | *image_ptr = mat_to_image(mat); |
| | | return detect(*image_ptr, thresh); |
| | | std::vector<bbox_t> detect(cv::Mat mat, float thresh = 0.2, bool use_mean = false) |
| | | { |
| | | if(mat.data == NULL) |
| | | throw std::runtime_error("file not found"); |
| | | 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, use_mean); |
| | | 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) |
| | | { |
| | | std::shared_ptr<image_t> image_ptr(new image_t, [](image_t *img) { free_image(*img); delete img; }); |
| | | std::shared_ptr<IplImage> ipl_small = std::make_shared<IplImage>(img); |
| | | *image_ptr = ipl_to_image(ipl_small.get()); |
| | | rgbgr_image(*image_ptr); |
| | | return image_ptr; |
| | | } |
| | | |
| | | private: |
| | | static image_t mat_to_image(cv::Mat img) |
| | | { |
| | | std::shared_ptr<IplImage> ipl_small = std::make_shared<IplImage>(img); |
| | | image_t im_small = ipl_to_image(ipl_small.get()); |
| | | rgbgr_image(im_small); |
| | | return im_small; |
| | | } |
| | | |
| | | static image_t ipl_to_image(IplImage* src) |
| | | { |
| | | unsigned char *data = (unsigned char *)src->imageData; |
| | |
| | | } |
| | | } |
| | | |
| | | static void free_image(image_t m) |
| | | { |
| | | if (m.data) { |
| | | free(m.data); |
| | | } |
| | | } |
| | | #endif // OPENCV |
| | | |
| | | std::deque<std::vector<bbox_t>> prev_bbox_vec_deque; |
| | | }; |
| | | |
| | | |