#include #include #include #include #include #include #define OPENCV #include "yolo_v2_class.hpp" // imported functions from DLL #ifdef OPENCV #include // C++ #include "opencv2/core/version.hpp" #ifndef CV_VERSION_EPOCH #include "opencv2/videoio/videoio.hpp" #pragma comment(lib, "opencv_world320.lib") #else #pragma comment(lib, "opencv_core2413.lib") #pragma comment(lib, "opencv_imgproc2413.lib") #pragma comment(lib, "opencv_highgui2413.lib") #endif void draw_boxes(cv::Mat mat_img, std::vector result_vec, std::vector obj_names, unsigned int wait_msec = 0) { for (auto &i : result_vec) { cv::Scalar color(60, 160, 260); cv::rectangle(mat_img, cv::Rect(i.x, i.y, i.w, i.h), color, 3); if(obj_names.size() > i.obj_id) putText(mat_img, obj_names[i.obj_id], cv::Point2f(i.x, i.y - 10), cv::FONT_HERSHEY_COMPLEX_SMALL, 1, color); if(i.track_id > 0) putText(mat_img, std::to_string(i.track_id), cv::Point2f(i.x+5, i.y + 15), cv::FONT_HERSHEY_COMPLEX_SMALL, 1, color); } cv::imshow("window name", mat_img); cv::waitKey(wait_msec); } #endif // OPENCV void show_result(std::vector const result_vec, std::vector const obj_names) { for (auto &i : result_vec) { if (obj_names.size() > i.obj_id) std::cout << obj_names[i.obj_id] << " - "; std::cout << "obj_id = " << i.obj_id << ", x = " << i.x << ", y = " << i.y << ", w = " << i.w << ", h = " << i.h << std::setprecision(3) << ", prob = " << i.prob << std::endl; } } std::vector objects_names_from_file(std::string const filename) { std::ifstream file(filename); std::vector file_lines; if (!file.is_open()) return file_lines; for(std::string line; file >> line;) file_lines.push_back(line); std::cout << "object names loaded \n"; return file_lines; } int main() { Detector detector("yolo-voc.cfg", "yolo-voc.weights"); auto obj_names = objects_names_from_file("data/voc.names"); while (true) { std::string filename; std::cout << "input image or video filename: "; std::cin >> filename; if (filename.size() == 0) break; try { #ifdef OPENCV std::string const file_ext = filename.substr(filename.find_last_of(".") + 1); if (file_ext == "avi" || file_ext == "mp4" || file_ext == "mjpg" || file_ext == "mov") { // video file cv::Mat frame; detector.nms = 0.02; // comment it - if track_id is not required for(cv::VideoCapture cap(filename); cap >> frame, cap.isOpened();) { std::vector result_vec = detector.detect(frame, 0.2); result_vec = detector.tracking(result_vec); // comment it - if track_id is not required draw_boxes(frame, result_vec, obj_names, 3); show_result(result_vec, obj_names); } } else { // image file cv::Mat mat_img = cv::imread(filename); std::vector result_vec = detector.detect(mat_img); draw_boxes(mat_img, result_vec, obj_names); show_result(result_vec, obj_names); } #else //std::vector result_vec = detector.detect(filename); auto img = detector.load_image(filename); std::vector result_vec = detector.detect(img); detector.free_image(img); show_result(result_vec, obj_names); #endif } catch (std::exception &e) { std::cerr << "exception: " << e.what() << "\n"; getchar(); } catch (...) { std::cerr << "unknown exception \n"; getchar(); } } return 0; }