Example: hwdrivers_kinect_online_offline_example
C++ example source code:
/* +------------------------------------------------------------------------+ | Mobile Robot Programming Toolkit (MRPT) | | https://www.mrpt.org/ | | | | Copyright (c) 2005-2024, Individual contributors, see AUTHORS file | | See: https://www.mrpt.org/Authors - All rights reserved. | | Released under BSD License. See: https://www.mrpt.org/License | +------------------------------------------------------------------------+ */ /* Example : kinect-online-offline-demo Web page : https://www.mrpt.org/Switching_between_reading_live_Kinect_RGBD_dataset_for_debugging Purpose : Demonstrate how to programmatically switch between online Kinect grabbing and offline parsing a Rawlog dataset. Refer to the launch of the grabbing thread in Test_KinectOnlineOffline() */ #include <mrpt/gui/CDisplayWindow3D.h> #include <mrpt/hwdrivers/CKinect.h> #include <mrpt/img/TColor.h> #include <mrpt/io/CFileGZInputStream.h> #include <mrpt/maps/CColouredPointsMap.h> #include <mrpt/obs/CRawlog.h> #include <mrpt/opengl/CFrustum.h> #include <mrpt/opengl/CGridPlaneXY.h> #include <mrpt/opengl/CPlanarLaserScan.h> #include <mrpt/opengl/CPointCloudColoured.h> #include <mrpt/opengl/stock_objects.h> #include <mrpt/serialization/CArchive.h> #include <mrpt/system/CTicTac.h> #include <mrpt/system/CTimeLogger.h> #include <chrono> #include <iostream> #include <memory> #include <thread> using namespace mrpt; using namespace mrpt::hwdrivers; using namespace mrpt::gui; using namespace mrpt::obs; using namespace mrpt::system; using namespace mrpt::img; using namespace mrpt::serialization; using namespace mrpt::io; using namespace std; // Thread for online/offline capturing: This should be done in another thread // specially in the online mode, but also in offline to emulate the // possibility // of losing frames if our program doesn't process them quickly. struct TThreadParam { TThreadParam( bool _is_online, const string& _rawlog_file = string(), bool _generate_3D_pointcloud_in_this_thread = false) : is_online(_is_online), rawlog_file(_rawlog_file), generate_3D_pointcloud_in_this_thread( _generate_3D_pointcloud_in_this_thread), quit(false), Hz(0) { } const bool is_online; const string rawlog_file; const bool generate_3D_pointcloud_in_this_thread; volatile bool quit; volatile double Hz; CObservation3DRangeScan::Ptr new_obs; }; // Only for offline operation: // Uncoment to force the simulated sensor to run at this given rate. // If commented out, the simulated sensor will reproduce the real rate // as indicated by timestamps in the dataset. //#define FAKE_KINECT_FPS_RATE 10 // In Hz // ---------------------------------------------------- // The online/offline grabbing thread // ---------------------------------------------------- void thread_grabbing(TThreadParam& p) { try { typedef std::unique_ptr<CKinect> CKinectPtr; // This assures automatic destruction // Only one of these will be actually used: CKinectPtr kinect; CFileGZInputStream dataset; mrpt::system::TTimeStamp dataset_prev_tim = INVALID_TIMESTAMP; mrpt::system::TTimeStamp my_last_read_obs_tim = INVALID_TIMESTAMP; if (p.is_online) { // Online: // --------------------- kinect.reset(new CKinect()); // Set params: kinect->enableGrabRGB(true); kinect->enableGrabDepth(true); kinect->enableGrabAccelerometers(false); kinect->enableGrab3DPoints(p.generate_3D_pointcloud_in_this_thread); // Open: cout << "Calling CKinect::initialize()..."; kinect->initialize(); cout << "OK\n"; } else { // Offline: // --------------------- if (!dataset.open(p.rawlog_file)) throw std::runtime_error( "Couldn't open rawlog dataset file for input..."); // Set external images directory: CImage::setImagesPathBase( CRawlog::detectImagesDirectory(p.rawlog_file)); } CTicTac tictac; int nImgs = 0; while (!p.quit) { if (p.is_online) { // Grab new observation from the camera: bool there_is_obs = true, hard_error = false; // Smart pointers to observations. Memory pooling used inside auto obs = CObservation3DRangeScan::Create(); kinect->getNextObservation(*obs, there_is_obs, hard_error); if (hard_error) throw std::runtime_error( "Sensor returned 'hardware error'"); else if (there_is_obs) { // Send object to the main thread: std::atomic_store(&p.new_obs, obs); } } else { // Offline: CSerializable::Ptr obs; do { try { archiveFrom(dataset) >> obs; } catch (const std::exception& e) { throw std::runtime_error( string( "\nError reading from dataset file (EOF?):\n") + string(e.what())); } ASSERT_(obs); } while (!IS_CLASS(*obs, CObservation3DRangeScan)); // We have one observation: CObservation3DRangeScan::Ptr obs3D = std::dynamic_pointer_cast<CObservation3DRangeScan>(obs); obs3D->load(); // *Important* This is needed to load the range // image if stored as a separate file. // Do we have to wait to emulate real-time behavior? const mrpt::system::TTimeStamp cur_tim = obs3D->timestamp; const mrpt::system::TTimeStamp now_tim = mrpt::system::now(); if (dataset_prev_tim != INVALID_TIMESTAMP && my_last_read_obs_tim != INVALID_TIMESTAMP) { #ifndef FAKE_KINECT_FPS_RATE const double At_dataset = mrpt::system::timeDifference(dataset_prev_tim, cur_tim); #else const double At_dataset = 1.0 / FAKE_KINECT_FPS_RATE; #endif const double At_actual = mrpt::system::timeDifference( my_last_read_obs_tim, now_tim); const double need_to_wait_ms = 1000. * (At_dataset - At_actual); // cout << "[Kinect grab thread] Need to wait (ms): " << // need_to_wait_ms << endl; if (need_to_wait_ms > 0) std::this_thread::sleep_for( std::chrono::duration<double, std::milli>( need_to_wait_ms)); } // Send observation to main thread: std::atomic_store(&p.new_obs, obs3D); dataset_prev_tim = cur_tim; my_last_read_obs_tim = mrpt::system::now(); } // Update Hz rate estimate nImgs++; if (nImgs > 10) { p.Hz = nImgs / tictac.Tac(); nImgs = 0; tictac.Tic(); } } } catch (const std::exception& e) { cout << "Exception in Kinect thread: " << e.what() << endl; p.quit = true; } } // ------------------------------------------------------ // Test_KinectOnlineOffline // ------------------------------------------------------ void Test_KinectOnlineOffline( bool is_online, const string& rawlog_file = string()) { // Launch grabbing thread: // -------------------------------------------------------- TThreadParam thrPar( is_online, rawlog_file, false // generate_3D_pointcloud_in_this_thread -> Don't, we'll do it in // this main thread. ); std::thread thHandle(thread_grabbing, std::ref(thrPar)); // Wait until data stream starts so we can say for sure the sensor has been // initialized OK: cout << "Waiting for sensor initialization...\n"; do { CObservation3DRangeScan::Ptr newObs = std::atomic_load(&thrPar.new_obs); if (newObs && newObs->timestamp != INVALID_TIMESTAMP) break; else std::this_thread::sleep_for(10ms); } while (!thrPar.quit); // Check error condition: if (thrPar.quit) return; cout << "OK! Sensor started to emit observations.\n"; // Create window and prepare OpenGL object in the scene: // -------------------------------------------------------- mrpt::gui::CDisplayWindow3D win3D("Kinect 3D view", 800, 600); win3D.setCameraAzimuthDeg(140); win3D.setCameraElevationDeg(20); win3D.setCameraZoom(8.0); win3D.setFOV(90); win3D.setCameraPointingToPoint(2.5, 0, 0); mrpt::opengl::CPointCloudColoured::Ptr gl_points = mrpt::opengl::CPointCloudColoured::Create(); gl_points->setPointSize(2.5); opengl::Viewport::Ptr viewInt; // Extra viewports for the RGB images. { mrpt::opengl::Scene::Ptr& scene = win3D.get3DSceneAndLock(); // Create the Opengl object for the point cloud: scene->insert(gl_points); scene->insert(mrpt::opengl::CGridPlaneXY::Create()); scene->insert(mrpt::opengl::stock_objects::CornerXYZ()); const double aspect_ratio = 480.0 / 640.0; const int VW_WIDTH = 400; // Size of the viewport into the window, in pixel units. const int VW_HEIGHT = aspect_ratio * VW_WIDTH; // Create an extra opengl viewport for the RGB image: viewInt = scene->createViewport("view2d_int"); viewInt->setViewportPosition(5, 30, VW_WIDTH, VW_HEIGHT); win3D.addTextMessage(10, 30 + VW_HEIGHT + 10, "Intensity data", 2); win3D.addTextMessage(5, 5, "'o'/'i'-zoom out/in, ESC: quit", 110); win3D.unlockAccess3DScene(); win3D.repaint(); } mrpt::system::TTimeStamp last_obs_tim = INVALID_TIMESTAMP; while (win3D.isOpen() && !thrPar.quit) { CObservation3DRangeScan::Ptr newObs = std::atomic_load(&thrPar.new_obs); if (newObs && newObs->timestamp != INVALID_TIMESTAMP && newObs->timestamp != last_obs_tim) { // It IS a new observation: last_obs_tim = newObs->timestamp; // Update visualization --------------------------------------- win3D.get3DSceneAndLock(); // Estimated grabbing rate: win3D.addTextMessage( -350, -13, format( "Timestamp: %s", mrpt::system::dateTimeLocalToString(last_obs_tim).c_str()), 100); win3D.addTextMessage(-100, -30, format("%.02f Hz", thrPar.Hz), 101); // Show intensity image: if (newObs->hasIntensityImage) { viewInt->setImageView(newObs->intensityImage); // This is not // "_fast" since // the intensity // image may be // needed later // on. } win3D.unlockAccess3DScene(); // ------------------------------------------------------- // Create 3D points from RGB+D data // // There are several methods to do this. // Switch the #if's to select among the options: // See also: // https://www.mrpt.org/Generating_3D_point_clouds_from_RGB_D_observations // ------------------------------------------------------- if (newObs->hasRangeImage) { static mrpt::system::CTimeLogger logger; logger.enter("RGBD->3D"); // Pathway: RGB+D --> PCL <PointXYZ> --> XYZ opengl #if 0 static pcl::PointCloud<pcl::PointXYZ> cloud; logger.enter("RGBD->3D.projectInto"); newObs->unprojectInto(cloud, false /* without obs.sensorPose */); logger.leave("RGBD->3D.projectInto"); win3D.get3DSceneAndLock(); logger.enter("RGBD->3D.load in OpenGL"); gl_points->loadFromPointsMap(&cloud); logger.leave("RGBD->3D.load in OpenGL"); win3D.unlockAccess3DScene(); #endif // Pathway: RGB+D --> PCL <PointXYZRGB> --> XYZ+RGB opengl #if 0 static pcl::PointCloud<pcl::PointXYZRGB> cloud; logger.enter("RGBD->3D.projectInto"); newObs->unprojectInto(cloud, false /* without obs.sensorPose */); logger.leave("RGBD->3D.projectInto"); win3D.get3DSceneAndLock(); logger.enter("RGBD->3D.load in OpenGL"); gl_points->loadFromPointsMap(&cloud); logger.leave("RGBD->3D.load in OpenGL"); win3D.unlockAccess3DScene(); #endif // Pathway: RGB+D --> XYZ+RGB opengl #if 1 win3D.get3DSceneAndLock(); logger.enter("RGBD->3D.projectInto"); mrpt::obs::T3DPointsProjectionParams pp; pp.takeIntoAccountSensorPoseOnRobot = false; newObs->unprojectInto(*gl_points, pp); logger.leave("RGBD->3D.projectInto"); win3D.unlockAccess3DScene(); #endif // Pathway: RGB+D --> XYZ+RGB opengl (With a 6D global pose of the robot) #if 0 const CPose3D globalPose(1,2,3,10.0_deg,20.0_deg,30.0_deg); win3D.get3DSceneAndLock(); logger.enter("RGBD->3D.projectInto"); newObs->unprojectInto(*gl_points, false /* without obs.sensorPose */, &globalPose); logger.leave("RGBD->3D.projectInto"); win3D.unlockAccess3DScene(); #endif // Pathway: RGB+D --> internal local XYZ pointcloud --> XYZ+RGB point cloud map // --> XYZ+RGB opengl #if 0 // Project 3D points: if (!newObs->hasPoints3D) { logger.enter("RGBD->3D.projectInto"); newObs->unprojectInto(); logger.leave("RGBD->3D.projectInto"); } CColouredPointsMap pntsMap; pntsMap.colorScheme.scheme = CColouredPointsMap::cmFromIntensityImage; pntsMap.loadFromRangeScan(*newObs); win3D.get3DSceneAndLock(); logger.enter("RGBD->3D.load in OpenGL"); gl_points->loadFromPointsMap(&pntsMap); logger.leave("RGBD->3D.load in OpenGL"); win3D.unlockAccess3DScene(); #endif logger.leave("RGBD->3D"); } win3D.repaint(); } // end update visualization: // Process possible keyboard commands: // -------------------------------------- if (win3D.keyHit()) { const int key = tolower(win3D.getPushedKey()); switch (key) { // Some of the keys are processed in this thread: case 'o': win3D.setCameraZoom(win3D.getCameraZoom() * 1.2); win3D.repaint(); break; case 'i': win3D.setCameraZoom(win3D.getCameraZoom() / 1.2); win3D.repaint(); break; case 27: // ESC thrPar.quit = true; break; default: break; }; } std::this_thread::sleep_for(1ms); } cout << "Waiting for grabbing thread to exit...\n"; thrPar.quit = true; thHandle.join(); cout << "Bye!\n"; } int main(int argc, char** argv) { try { // Determine online/offline operation: if (argc != 1 && argc != 2) { cerr << "Usage:\n" << argv[0] << " --> Online grab from sensor\n" << argv[0] << " [DATASET.rawlog] --> Offline from dataset\n"; return 1; } if (argc == 1) { // Online cout << "Using online operation" << endl; Test_KinectOnlineOffline(true); } else { // Offline: cout << "Using offline operation with: " << argv[1] << endl; Test_KinectOnlineOffline(false, string(argv[1])); } std::this_thread::sleep_for(50ms); return 0; } catch (const std::exception& e) { std::cerr << "MRPT error: " << mrpt::exception_to_str(e) << std::endl; return -1; } catch (...) { printf("Another exception!!"); return -1; } }