// ------------------------- OpenPose Library Tutorial - Adding Module - Example 1 - Custom Post Processing ------------------------- // Purpose of this example // To create a class in OpenPose format so it can be later added to the library. // How to use? // 1. `userPostProcessing.hpp`: Implement your custom functionality there. // 2. `wUserPostProcessing.hpp`: Change 1 line in `work(TDatums& tDatums)` to use your custom function from // `userPostProcessing.hpp`. // 3. `userDatum.hpp`: Add any required output of your post-processing class there. // 4. `1_custom_post_processing.cpp`: Change 1 line, when creating the `UserPostProcessing` class, add any specific // arguments/parameters than your class need. // 5. `1_custom_post_processing.bin`: Compile and run this file (as you usually run the OpenPose demo) in order to // test your custom functionality. // Syntax rules // 1. Class/template variables start by up (unique_ptr), sp (sahred_ptr), p (pointer) or m (non-pointer), and they // have no underscores, e.g., mThisIsAVariable. // 2. The internal temporary function variable equivalent would be thisIsAVariable. // 3. Every line cannot have more than 120 characters. // 4. If extra classes and files are required, add those extra files inside the OpenPose include and src folders, // under a new folder (i.e., `include/newMethod/` and `src/newMethod/`), including `namespace op` on those files. // This example is a sub-case of `tutorial_api_cpp/6_synchronous_custom_postprocessing.cpp`, where only custom post-processing is // considered. // Command-line user intraface #include // OpenPose dependencies #include #include "userDatum.hpp" #include "wUserPostProcessing.hpp" int tutorialAddModule1() { try { op::log("Starting OpenPose demo...", op::Priority::High); const auto timerBegin = std::chrono::high_resolution_clock::now(); // logging_level op::check(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 // cameraSize const auto cameraSize = op::flagsToPoint(FLAGS_camera_resolution, "-1x-1"); // outputSize const auto outputSize = op::flagsToPoint(FLAGS_output_resolution, "-1x-1"); // netInputSize const auto netInputSize = op::flagsToPoint(FLAGS_net_resolution, "-1x368"); // faceNetInputSize const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)"); // handNetInputSize const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)"); // producerType op::ProducerType producerType; std::string producerString; std::tie(producerType, producerString) = op::flagsToProducer( FLAGS_image_dir, FLAGS_video, FLAGS_ip_camera, FLAGS_camera, FLAGS_flir_camera, FLAGS_flir_camera_index); // poseModel const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose); // JSON saving if (!FLAGS_write_keypoint.empty()) op::log("Flag `write_keypoint` is deprecated and will eventually be removed." " Please, use `write_json` instead.", op::Priority::Max); // keypointScale const auto keypointScale = 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 heatMapScale = op::flagsToHeatMapScaleMode(FLAGS_heatmaps_scale); // >1 camera view? const auto multipleView = (FLAGS_3d || FLAGS_3d_views > 1 || FLAGS_flir_camera); // Enabling Google Logging const bool enableGoogleLogging = true; // OpenPose wrapper op::log("Configuring OpenPose...", op::Priority::High); op::WrapperT opWrapperT; // Pose configuration (use WrapperStructPose{} for default and recommended configuration) const op::WrapperStructPose wrapperStructPose{ !FLAGS_body_disable, netInputSize, outputSize, keypointScale, 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, FLAGS_model_folder, heatMapTypes, heatMapScale, FLAGS_part_candidates, (float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max, FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging}; opWrapperT.configure(wrapperStructPose); // Face configuration (use op::WrapperStructFace{} to disable it) const op::WrapperStructFace wrapperStructFace{ FLAGS_face, 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}; opWrapperT.configure(wrapperStructFace); // Hand configuration (use op::WrapperStructHand{} to disable it) const op::WrapperStructHand wrapperStructHand{ FLAGS_hand, handNetInputSize, FLAGS_hand_scale_number, (float)FLAGS_hand_scale_range, FLAGS_hand_tracking, op::flagsToRenderMode(FLAGS_hand_render, multipleView, FLAGS_render_pose), (float)FLAGS_hand_alpha_pose, (float)FLAGS_hand_alpha_heatmap, (float)FLAGS_hand_render_threshold}; opWrapperT.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}; opWrapperT.configure(wrapperStructExtra); // Producer (use default to disable any input) const op::WrapperStructInput wrapperStructInput{ producerType, producerString, FLAGS_frame_first, FLAGS_frame_step, FLAGS_frame_last, FLAGS_process_real_time, FLAGS_frame_flip, FLAGS_frame_rotate, FLAGS_frames_repeat, cameraSize, FLAGS_camera_parameter_path, FLAGS_frame_undistort, FLAGS_3d_views}; opWrapperT.configure(wrapperStructInput); // Output (comment or use default argument to disable any output) const op::WrapperStructOutput wrapperStructOutput{ FLAGS_cli_verbose, FLAGS_write_keypoint, op::stringToDataFormat(FLAGS_write_keypoint_format), FLAGS_write_json, FLAGS_write_coco_json, FLAGS_write_coco_foot_json, FLAGS_write_coco_json_variant, FLAGS_write_images, FLAGS_write_images_format, FLAGS_write_video, FLAGS_write_video_fps, FLAGS_write_heatmaps, FLAGS_write_heatmaps_format, FLAGS_write_video_3d, FLAGS_write_video_adam, FLAGS_write_bvh, FLAGS_udp_host, FLAGS_udp_port}; opWrapperT.configure(wrapperStructOutput); // GUI (comment or use default argument to disable any visual output) const op::WrapperStructGui wrapperStructGui{ op::flagsToDisplayMode(FLAGS_display, FLAGS_3d), !FLAGS_no_gui_verbose, FLAGS_fullscreen}; opWrapperT.configure(wrapperStructGui); // Custom post-processing auto userPostProcessing = std::make_shared(/* Your class arguments here */); auto wUserPostProcessing = std::make_shared>>>>( userPostProcessing ); // Add custom processing const auto workerProcessingOnNewThread = false; opWrapperT.setWorker(op::WorkerType::PostProcessing, wUserPostProcessing, workerProcessingOnNewThread); // Set to single-thread (for sequential processing and/or debugging and/or reducing latency) if (FLAGS_disable_multi_thread) opWrapperT.disableMultiThreading(); op::log("Starting thread(s)...", op::Priority::High); // Start, run & stop threads - it blocks this thread until all others have finished opWrapperT.exec(); // Measuring total time const auto now = std::chrono::high_resolution_clock::now(); const auto totalTimeSec = (double)std::chrono::duration_cast(now-timerBegin).count() * 1e-9; const auto message = "OpenPose demo successfully finished. Total time: " + std::to_string(totalTimeSec) + " seconds."; op::log(message, op::Priority::High); // Return successful message return 0; } catch (const std::exception& e) { return -1; } } int main(int argc, char *argv[]) { // Parsing command line flags gflags::ParseCommandLineFlags(&argc, &argv, true); // Running tutorialAddModule1 return tutorialAddModule1(); }