// ----------------------------- OpenPose C++ API Tutorial - Example 1 - Body from image ----------------------------- // It reads an image, process it, and displays it with the pose keypoints. // Third-party dependencies #include // Command-line user interface #define OPENPOSE_FLAGS_DISABLE_POSE #include // OpenPose dependencies #include // Custom OpenPose flags // Producer DEFINE_string(image_path, "examples/media/COCO_val2014_000000000192.jpg", "Process an image. Read all standard formats (jpg, png, bmp, etc.)."); // Display DEFINE_bool(no_display, false, "Enable to disable the visual display."); // This worker will just read and return all the jpg files in a directory void display(const std::shared_ptr>>& datumsPtr) { try { // User's displaying/saving/other processing here // datum.cvOutputData: rendered frame with pose or heatmaps // datum.poseKeypoints: Array with the estimated pose if (datumsPtr != nullptr && !datumsPtr->empty()) { // Display image const cv::Mat cvMat = OP_OP2CVCONSTMAT(datumsPtr->at(0)->cvOutputData); if (!cvMat.empty()) { cv::imshow(OPEN_POSE_NAME_AND_VERSION + " - Tutorial C++ API", cvMat); cv::waitKey(0); } else op::opLog("Empty cv::Mat as output.", op::Priority::High, __LINE__, __FUNCTION__, __FILE__); } else op::opLog("Nullptr or empty datumsPtr found.", op::Priority::High); } catch (const std::exception& e) { op::error(e.what(), __LINE__, __FUNCTION__, __FILE__); } } void printKeypoints(const std::shared_ptr>>& datumsPtr) { try { // Example: How to use the pose keypoints if (datumsPtr != nullptr && !datumsPtr->empty()) { // Alternative 1 op::opLog("Body keypoints: " + datumsPtr->at(0)->poseKeypoints.toString(), op::Priority::High); // // Alternative 2 // op::opLog(datumsPtr->at(0)->poseKeypoints, op::Priority::High); // // Alternative 3 // std::cout << datumsPtr->at(0)->poseKeypoints << std::endl; // // Alternative 4 - Accesing each element of the keypoints // op::opLog("\nKeypoints:", op::Priority::High); // const auto& poseKeypoints = datumsPtr->at(0)->poseKeypoints; // op::opLog("Person pose keypoints:", op::Priority::High); // for (auto person = 0 ; person < poseKeypoints.getSize(0) ; person++) // { // op::opLog("Person " + std::to_string(person) + " (x, y, score):", op::Priority::High); // for (auto bodyPart = 0 ; bodyPart < poseKeypoints.getSize(1) ; bodyPart++) // { // std::string valueToPrint; // for (auto xyscore = 0 ; xyscore < poseKeypoints.getSize(2) ; xyscore++) // valueToPrint += std::to_string( poseKeypoints[{person, bodyPart, xyscore}] ) + " "; // op::opLog(valueToPrint, op::Priority::High); // } // } // op::opLog(" ", op::Priority::High); } else op::opLog("Nullptr or empty datumsPtr found.", op::Priority::High); } catch (const std::exception& e) { op::error(e.what(), __LINE__, __FUNCTION__, __FILE__); } } int tutorialApiCpp() { try { op::opLog("Starting OpenPose demo...", op::Priority::High); const auto opTimer = op::getTimerInit(); // Configuring OpenPose op::opLog("Configuring OpenPose...", op::Priority::High); op::Wrapper opWrapper{op::ThreadManagerMode::Asynchronous}; // Set to single-thread (for sequential processing and/or debugging and/or reducing latency) if (FLAGS_disable_multi_thread) opWrapper.disableMultiThreading(); // Starting OpenPose op::opLog("Starting thread(s)...", op::Priority::High); opWrapper.start(); // Process and display image const cv::Mat cvImageToProcess = cv::imread(FLAGS_image_path); const op::Matrix imageToProcess = OP_CV2OPCONSTMAT(cvImageToProcess); auto datumProcessed = opWrapper.emplaceAndPop(imageToProcess); if (datumProcessed != nullptr) { printKeypoints(datumProcessed); if (!FLAGS_no_display) display(datumProcessed); } else op::opLog("Image could not be processed.", op::Priority::High); // Measuring total time op::printTime(opTimer, "OpenPose demo successfully finished. Total time: ", " seconds.", op::Priority::High); // Return return 0; } catch (const std::exception&) { return -1; } } int main(int argc, char *argv[]) { // Parsing command line flags gflags::ParseCommandLineFlags(&argc, &argv, true); // Running tutorialApiCpp return tutorialApiCpp(); }