// ----------------------------- OpenPose C++ API Tutorial - Example 7 - Face from Image ----------------------------- // It reads an image and the hand location, process it, and displays the hand keypoints. In addition, // it includes all the OpenPose configuration flags. // Input: An image and the hand rectangle locations. // Output: OpenPose hand keypoint detection. // NOTE: This demo is auto-selecting the following flags: `--body 0 --hand --hand_detector 2` // Third-party dependencies #include // Command-line user interface #define OPENPOSE_FLAGS_DISABLE_PRODUCER #define OPENPOSE_FLAGS_DISABLE_DISPLAY #include // OpenPose dependencies #include // Custom OpenPose flags // Producer DEFINE_string(image_path, "examples/media/COCO_val2014_000000000241.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()) { op::opLog("Body keypoints: " + datumsPtr->at(0)->poseKeypoints.toString(), op::Priority::High); op::opLog("Face keypoints: " + datumsPtr->at(0)->faceKeypoints.toString(), op::Priority::High); op::opLog("Left hand keypoints: " + datumsPtr->at(0)->handKeypoints[0].toString(), op::Priority::High); op::opLog("Right hand keypoints: " + datumsPtr->at(0)->handKeypoints[1].toString(), 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__); } } void configureWrapper(op::Wrapper& opWrapper) { try { // Configuring OpenPose // logging_level op::checkBool( 0 <= FLAGS_logging_level && FLAGS_logging_level <= 255, "Wrong logging_level value.", __LINE__, __FUNCTION__, __FILE__); op::ConfigureLog::setPriorityThreshold((op::Priority)FLAGS_logging_level); op::Profiler::setDefaultX(FLAGS_profile_speed); // Applying user defined configuration - GFlags to program variables // outputSize const auto outputSize = op::flagsToPoint(op::String(FLAGS_output_resolution), "-1x-1"); // netInputSize const auto netInputSize = op::flagsToPoint(op::String(FLAGS_net_resolution), "-1x368"); // faceNetInputSize const auto faceNetInputSize = op::flagsToPoint(op::String(FLAGS_face_net_resolution), "368x368 (multiples of 16)"); // handNetInputSize const auto handNetInputSize = op::flagsToPoint(op::String(FLAGS_hand_net_resolution), "368x368 (multiples of 16)"); // poseMode const auto poseMode = op::flagsToPoseMode(FLAGS_body); // poseModel const auto poseModel = op::flagsToPoseModel(op::String(FLAGS_model_pose)); // JSON saving if (!FLAGS_write_keypoint.empty()) op::opLog( "Flag `write_keypoint` is deprecated and will eventually be removed. Please, use `write_json`" " instead.", op::Priority::Max); // keypointScaleMode const auto keypointScaleMode = op::flagsToScaleMode(FLAGS_keypoint_scale); // heatmaps to add const auto heatMapTypes = op::flagsToHeatMaps(FLAGS_heatmaps_add_parts, FLAGS_heatmaps_add_bkg, FLAGS_heatmaps_add_PAFs); const auto heatMapScaleMode = op::flagsToHeatMapScaleMode(FLAGS_heatmaps_scale); // >1 camera view? const auto multipleView = (FLAGS_3d || FLAGS_3d_views > 1); // Face and hand detectors const auto faceDetector = op::flagsToDetector(FLAGS_face_detector); const auto handDetector = op::flagsToDetector(FLAGS_hand_detector); // Enabling Google Logging const bool enableGoogleLogging = true; // Pose configuration (use WrapperStructPose{} for default and recommended configuration) const op::WrapperStructPose wrapperStructPose{ poseMode, netInputSize, FLAGS_net_resolution_dynamic, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start, FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView), poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap, FLAGS_part_to_show, op::String(FLAGS_model_folder), heatMapTypes, heatMapScaleMode, FLAGS_part_candidates, (float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max, op::String(FLAGS_prototxt_path), op::String(FLAGS_caffemodel_path), (float)FLAGS_upsampling_ratio, enableGoogleLogging}; opWrapper.configure(wrapperStructPose); // Face configuration (use op::WrapperStructFace{} to disable it) const op::WrapperStructFace wrapperStructFace{ FLAGS_face, faceDetector, faceNetInputSize, op::flagsToRenderMode(FLAGS_face_render, multipleView, FLAGS_render_pose), (float)FLAGS_face_alpha_pose, (float)FLAGS_face_alpha_heatmap, (float)FLAGS_face_render_threshold}; opWrapper.configure(wrapperStructFace); // Hand configuration (use op::WrapperStructHand{} to disable it) const op::WrapperStructHand wrapperStructHand{ FLAGS_hand, handDetector, handNetInputSize, FLAGS_hand_scale_number, (float)FLAGS_hand_scale_range, op::flagsToRenderMode(FLAGS_hand_render, multipleView, FLAGS_render_pose), (float)FLAGS_hand_alpha_pose, (float)FLAGS_hand_alpha_heatmap, (float)FLAGS_hand_render_threshold}; opWrapper.configure(wrapperStructHand); // Extra functionality configuration (use op::WrapperStructExtra{} to disable it) const op::WrapperStructExtra wrapperStructExtra{ FLAGS_3d, FLAGS_3d_min_views, FLAGS_identification, FLAGS_tracking, FLAGS_ik_threads}; opWrapper.configure(wrapperStructExtra); // Output (comment or use default argument to disable any output) const op::WrapperStructOutput wrapperStructOutput{ FLAGS_cli_verbose, op::String(FLAGS_write_keypoint), op::stringToDataFormat(FLAGS_write_keypoint_format), op::String(FLAGS_write_json), op::String(FLAGS_write_coco_json), FLAGS_write_coco_json_variants, FLAGS_write_coco_json_variant, op::String(FLAGS_write_images), op::String(FLAGS_write_images_format), op::String(FLAGS_write_video), FLAGS_write_video_fps, FLAGS_write_video_with_audio, op::String(FLAGS_write_heatmaps), op::String(FLAGS_write_heatmaps_format), op::String(FLAGS_write_video_3d), op::String(FLAGS_write_video_adam), op::String(FLAGS_write_bvh), op::String(FLAGS_udp_host), op::String(FLAGS_udp_port)}; opWrapper.configure(wrapperStructOutput); // No GUI. Equivalent to: opWrapper.configure(op::WrapperStructGui{}); // Set to single-thread (for sequential processing and/or debugging and/or reducing latency) if (FLAGS_disable_multi_thread) opWrapper.disableMultiThreading(); } 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(); // Required flags to enable heatmaps FLAGS_body = 0; FLAGS_hand = true; FLAGS_hand_detector = 2; // Configuring OpenPose op::opLog("Configuring OpenPose...", op::Priority::High); op::Wrapper opWrapper{op::ThreadManagerMode::Asynchronous}; configureWrapper(opWrapper); // Starting OpenPose op::opLog("Starting thread(s)...", op::Priority::High); opWrapper.start(); // Read image and hand rectangle locations const cv::Mat cvImageToProcess = cv::imread(FLAGS_image_path); const op::Matrix imageToProcess = OP_CV2OPCONSTMAT(cvImageToProcess); const std::vector, 2>> handRectangles{ // Left/Right hands of person 0 std::array, 2>{ op::Rectangle{320.035889f, 377.675049f, 69.300949f, 69.300949f}, // Left hand op::Rectangle{0.f, 0.f, 0.f, 0.f}}, // Right hand // Left/Right hands of person 1 std::array, 2>{ op::Rectangle{80.155792f, 407.673492f, 80.812706f, 80.812706f}, // Left hand op::Rectangle{46.449715f, 404.559753f, 98.898178f, 98.898178f}}, // Right hand // Left/Right hands of person 2 std::array, 2>{ op::Rectangle{185.692673f, 303.112244f, 157.587555f, 157.587555f},// Left hand op::Rectangle{88.984360f, 268.866547f, 117.818230f, 117.818230f}} // Right hand }; // Create new datum auto datumsPtr = std::make_shared>>(); datumsPtr->emplace_back(); auto& datumPtr = datumsPtr->at(0); datumPtr = std::make_shared(); // Fill datum with image and handRectangles datumPtr->cvInputData = imageToProcess; datumPtr->handRectangles = handRectangles; // Process and display image opWrapper.emplaceAndPop(datumsPtr); if (datumsPtr != nullptr) { printKeypoints(datumsPtr); if (!FLAGS_no_display) display(datumsPtr); } else op::opLog("Image could not be processed.", op::Priority::High); // Info op::opLog("NOTE: In addition with the user flags, this demo has auto-selected the following flags:\n" "\t`--body 0 --hand --hand_detector 2`", 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(); }