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* added doc and tests for util2d.h * updated cmake-ros ci * Added util3d.h doc and tests * util3d_transforms.h: Added doc and tests * util3d_filtering.h: started doc and test * util3d_filtering.h: more tests and doc * Added more doc/tests * finished util3d_filtering doc and tests * added test for util2d::depthBleedingFiltering * Added util3d_registration tests * Added util3d_features.h doc/tests * added doc/tests for util3d_correspondences.h * added doc/gtest for util3d_mapping.h (missing hpp functions) * finished testing util3d_mapping.hpp * Added util3d_motion_estimation.h tests (2D->3D done) * finished util3d_motion_estimation.h tests * minimal util3d_surface.h * Added Transform and VisualWord tests * Added doc for CameraModel and StereoCameraModel * Added more logs in ros ci * Passing tests on fical * improved all devcontainer * added devcontainer kilted, fixed source setup.bash, removed ldconfig in ros-cmake workflow * cleanup * source ros * Added utilite tests * Added testing to appveyor, github actions cancellable on re-commit on same branch * appveyor testing without all targets * appveyor: specifying ALL_BUILD target * Fixed Util2dTest.NMSImageBoundsRespected test * Fixing PCL Indices error on old pcl * Added VWDictionary tests and doc. 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Renamed g2o's ba related parameters to Optimizer group and used by both gtsam and ceres. * fixing build without gtsam * fixing home dir * fixing python ci isssues * Added multicam ba tests * Added Ceres multicam BA support * Aligned BundleAdjustment parameters with Optimizer/Strategy to avoid confusion in the code * Added BA integration test * Added robust graph optimization integration test * Added loop3it test * Added stereo20Hz test * Added smartfactor gtsam * Fixed bugged check and warn if python didn't return any descriptors * Fixing gtsam version build issues * fixing tilt on windows ci * loosing ceres integration test for ci * mac ci flakiness * updating missing param in gui * updating test bound for mac * added appearance-based tests, set min gftt quality to quality level * testing more stuff * improving features2d tests * ci flakiness * fixing flaky ci * ci fixes * flaky fixes * Added RegistrationIcp tests * Added icp integration test with real-worl corridor like env * intermediate nodes * fixing enum * Updated test to catch #1714 * Fixed 2d corridor failing on pcl * flaky pnp test * flaky brisk test * Set rtabmap_integration test as long * updating loop closure test * flaky ci tests * TEsting roundtrip g2o/toro save/load * loosing test bound * fixed cuda capable checks * flaky tests * Debugging test hanging * more debugging stuff * updating limit * windows: disabled cuda on ci to avoid incompatible driver issue. Fixing a bad test mem allocation * trying fixing cuda hanging issue * fixing ci flakyness * flaky tests * Updated BOW flaky tests by checking min precision/recall instead of recall@100precision. Fixed signature test * CameraModel::load() test initRectificationMap param * test dbdriver load dictionary idsOnly * Memory: test keepLinkedInDb param * added dummyDictionary tests * test intermediate nodes count * Added MarkerDetector tests * reverted breaking change of UMutex and USemaphore * Features2d: fixed compiltion warnings with clang about override * clang warnings * fixing test build with pcl 1.8 * g2o and gtsam build errors on android * opencv5 test fixes * disabled testing for ios and android builds * normalized endline characters for easier diff * added LF CRLF rule * bump 0.23.10. fixing doc version * Publish rtabmap website doc from ci * fixing MSCVC build error * macos icp flaky test * fixing ceres macos test bound * ficing more flaky tests * fixing opencv5 related test errors. Also fixed an actual bug in ENU_WGS84ToGeocentric_WGS84() * added comment about mrpt change * removed rosdoc2 (will add it for rtabmap_ros later) * fixing website style * updated download links * locally deployable website with api * sweep doxygen issues * improved/revised doxygen main pages * removed examples empty page * Updated doxygen style * more concise doxygen groups * added api link on main readme * fixing utilite test error * fixing CommonFilteringGroundNormalsUp test * updated precisionRecall test bounds for Freak and brief descriptors * fixing scale check in ba tests * disabled tests on windows cuda build (missing dlls amd runner cannot test cuda anyway) * ceres: missing suitesparse dep in windows ci * adjusting recall thr for fast/freak * ficing more flaky tests * fixing flaky tests * disabled coverage in ros ci * Enable integration tests for ros ci jobs * loosing up some threshold for failing tests * trigger cache * fixing test data in ros ci. Updated flaky test for mac * slaking some test limit * Fixed rtabmap-detectMoreLoopClosures inverted output value * loosing up sift recall on mac * optimizer re-ordered distribution for reproducible results (mac g2o) * macos dump test crash log * combining all tests to save time on shared library reload. Also fixed Logs with missing arguments. * Added ENABLE_FORMAT_ERRORS cmake option * do test only one time * fixed all format warnings * format security android build errors * less verbose tests * updated ImuUThread test * fixed a log * Fixed libpointmatcher 2d normals eigen issue * Fixing libpointmatcher conversion issues * fixing libpointmatcher test on windows ci * cleanup comments, relax some test thr * disabled sequoia-intel ci build (too flaky, would need extensive testing directly on that machine)
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Command-line tools
Building RTAB-Map installs a set of executables next to the libraries. They are built on the same API these pages document, so each one is also a worked example of it -- and the quickest way to inspect, replay or convert a map without writing code.
All of them take the --Param Group/Name value arguments described in the
@ref parameters "Parameter reference", and print their options with --help.
Working with a map
| Command | What it does |
|---|---|
@anchor tool_info rtabmap-info |
Prints a database summary: version, sizes, parameters and per-node statistics. --diff shows only the parameters that differ from the defaults, or from another database. |
@anchor tool_export rtabmap-export |
Exports the map: assembled point cloud, mesh or textured mesh (.ply, .pcd, .obj), 2D occupancy grid, poses and camera images. Filtering, decimation, colour and texturing are all options. |
@anchor tool_report rtabmap-report |
Reports the statistics recorded in one or several databases: RMSE against ground truth, timings, loop closures. Plots them when built with Qt. |
@anchor tool_recovery rtabmap-recovery |
Repairs a database whose session was not closed properly (e.g. after a crash), by rebuilding it from the nodes and links that can still be read. The original is kept as *.backup.db unless -d is given. |
@anchor tool_reprocess rtabmap-reprocess |
Replays the data of a database through a fresh @ref rtabmap::Rtabmap "Rtabmap" instance, with different parameters, and writes a new database. Several databases can be merged in one run. The way to try a new configuration on recorded data. |
@anchor tool_detectmoreloopclosures rtabmap-detectMoreLoopClosures |
Looks for additional loop closures in an existing map, by clustering nodes that are close in the optimized graph, and re-optimizes it. |
@anchor tool_globalba rtabmap-globalBundleAdjustment |
Runs a global bundle adjustment over the whole graph and saves the refined poses. |
@anchor tool_reducegraph rtabmap-reduceGraph |
Merges nodes of the same location to shrink the graph, keeping the map usable for localization. |
@anchor tool_cleanuplocalgrids rtabmap-cleanupLocalGrids |
Clears from the local occupancy grids the space that the assembled global grid shows as empty, so that removed obstacles do not reappear when the map is regenerated. |
Recording and datasets
| Command | What it does |
|---|---|
@anchor tool_console rtabmap-console |
Runs loop closure detection without a GUI on a directory of images, a video or a database, and reports the loop closures found. Appearance-only: it forces @ref rtabmap::Parameters::kRGBDEnabled() "RGBD/Enabled" to false and feeds images without a pose, so there is no odometry, no graph optimization and no metric map -- unlike the dataset tools below, which run the whole SLAM pipeline. |
@anchor tool_datarecorder rtabmap-dataRecorder |
Records a live sensor into a database, using a configuration file exported from the GUI preferences. |
@anchor tool_kitti rtabmap-kitti_dataset |
Runs a KITTI odometry sequence (stereo, optionally Velodyne) and reports the KITTI errors against ground truth. |
@anchor tool_rgbd rtabmap-rgbd_dataset |
Same for a TUM RGB-D sequence. |
@anchor tool_euroc rtabmap-euroc_dataset |
Same for a EuRoC MAV sequence (stereo and IMU). |
@anchor tool_cidsims rtabmap-cidsims_dataset |
Same for a CID-SIMS sequence (RGB-D, IMU and wheel odometry). |
@anchor tool_imagesjoiner rtabmap-imagesJoiner |
Joins images of two directories side by side, to build a stereo sequence out of two monocular ones. |
Sensors and calibration
These need the GUI library (Qt), so they are only built when it is available.
| Command | What it does |
|---|---|
@anchor tool_camera rtabmap-camera |
Streams a USB camera, a video file or a directory of images, and shows what the driver delivers. |
@anchor tool_rgbdcamera rtabmap-rgbd_camera |
Same for the RGB-D and stereo drivers (OpenNI, Freenect, RealSense, Kinect for Azure, ZED...), to check a device before mapping with it. |
@anchor tool_lidarviewer rtabmap-lidar_viewer |
Shows the scans of a network lidar (VLP-16). |
@anchor tool_calibration rtabmap-calibration |
Calibrates a camera or a stereo pair from a chessboard, and saves the model RTAB-Map reads. |
@anchor tool_odometryviewer rtabmap-odometryViewer |
Runs @ref rtabmap::Odometry "Odometry" alone on a live sensor and shows the features, the local map and the estimated trajectory. Useful to tune the Odom/ and Vis/ parameters. |
@anchor tool_databaseviewer rtabmap-databaseViewer |
Inspects a database: browse the nodes and their data, the graph and its links, add or remove constraints, re-optimize, regenerate the grids and export. |
Algorithm evaluation
| Command | What it does |
|---|---|
@anchor tool_matcher rtabmap-matcher |
Registers two images with the @ref rtabmap::RegistrationVis "visual" or @ref rtabmap::RegistrationIcp "ICP" pipeline and draws the correspondences. The direct way to compare feature detectors and matching parameters on a hard pair. |
@anchor tool_stereoeval rtabmap-stereoEval |
Evaluates the stereo correspondence parameters against a ground truth disparity map (Middlebury format). |
@anchor tool_epipolar rtabmap-epipolar_geometry |
Shows the epipolar geometry between two images. |
@anchor tool_extractobject rtabmap-extractObject |
Extracts an object lying on a plane from a point cloud file. |
@anchor tool_vocabulary rtabmap-vocabularyComparison |
Compares the nearest-neighbour strategies of the visual dictionary on a saved vocabulary. Built only with the OpenCV non-free module. |
The GUI application itself is rtabmap; everything the tools above do offline is
also reachable from its menus.