* rtabmap_odom tests and doc * opengv note * added ci checks or humble-latest flaky dep cmake errors * Added real data tests for rgbd_odom and stereo_odom * added real data for icp_odometry's deskewing test * fixing json cmake error on lyrical/rolling * test 2d icp odom deskewing branch * first review of existing OdometryROS tests * testing with imu used as guess * tested imu arrivals sync * Fixed odom reset on right pose when guess frame id is used * fixing header errors in ci >=lyrical * Added support for input rgbd_image topic with features for odom, added multicam rgbd_odometry test * Added stereo odom support for features-only frames. Added multicam stereo tests. * forcing latest rtabmap version * updated OdometryROS API * ci: dont build non-latest docker in pull requests * splitting docker jobs * doc edit * Making publish_null_when_lost:=false continous when guess is provided (using guess covariance when we cannot register yet) * updated stereo doc * ficing rolling ci (rviz Ogre header) * Added test coverage of alll rgbd_image callbacks * fixing rolling ci * making docker ci build/run the tests on pull requests * fixing ros2 ci testing * improved sync callback coverage * improving stereo_odometry test coverage * improved icp_odometry test coverage * lyrical voxel_grid ptr error * make multicam tests working as well without opengv * removing deps of missing packages on rolling * PCL empty cloud conversion compiler errors fix * fixing icp_odometry test failure on ci witohut libpointmatcher * fixing nav2 costmap plugin build on lyrical * joining thread when exiting * updating icp test to work the same on pcl 1.15 (lyrical) * Fix parallel tests seg fault --------- Co-authored-by: mathieu86 <[email protected]>
12 KiB
rtabmap_ros
ROS 2 wrapper for RTAB-Map, a graph-based SLAM library with appearance-based loop closure detection. It builds and maintains a 3D map from RGB-D, stereo or lidar data, closes loops on revisited places and exports the result as an occupancy grid, a point cloud or an OctoMap.
ROS 2 Humble minimum required. The interface matches ROS 1: parameters and topic names still follow the ROS 1 documentation for anything not yet covered by the package pages below.
CI Latest
| Build | Docker | |
|---|---|---|
| ROS 1 | ||
| ROS 2 |
ROS Binaries
| Distro | Ubuntu | Released | In apt | Build | |
|---|---|---|---|---|---|
| ROS 1 | Noetic (EOL) | 20.04 | |||
| ROS 2 | Humble | 22.04 | |||
| ROS 2 | Iron (EOL) | 22.04 | |||
| ROS 2 | Jazzy | 24.04 | |||
| ROS 2 | Kilted | 24.04 | |||
| ROS 2 | Lyrical | 26.04 | |||
| ROS 2 | Rolling | 26.04 | |||
| Docker | rtabmap_ros |
Released is the version bloomed into rosdistro; In apt is what apt install actually gives you today. They differ while a release is waiting on a buildfarm sync.
Packages
The stack is split into small packages so a pipeline only pulls in what it uses. Package names link to their documentation where it exists; the rest are being written and will be linked as they land.
SLAM
| Package | Description |
|---|---|
rtabmap_slam |
The rtabmap node itself: appearance-based loop closure detection, graph optimization, memory management and map assembly. |
rtabmap_odom |
Odometry nodes — rgbd_odometry, stereo_odometry and icp_odometry. Any external odometry can be used instead. |
rtabmap_sync |
Synchronizes camera and lidar topics into a single message so they reach the SLAM node together — rgbd_sync, stereo_sync, rgbdx_sync. |
Sensor processing
| Package | Description |
|---|---|
rtabmap_util |
Utility nodes around the pipeline: format conversions, point cloud filtering and assembly, obstacle detection, map assembly, database replay. Most are useful on their own. |
rtabmap_costmap_plugins |
A variant of nav2's voxel layer that follows the robot along z, keeping the voxel grid centered on the base frame. For robots that change altitude, e.g. drones. |
Interfaces and libraries
| Package | Description |
|---|---|
rtabmap_msgs |
Message, service and action definitions used across the stack. |
rtabmap_conversions |
C++ library converting between RTAB-Map library types and ROS 2 messages. |
rtabmap_python |
Python helpers for RTAB-Map's own binary formats, currently the compressed matrices carried in rtabmap_msgs fields and database blobs. |
Visualization
| Package | Description |
|---|---|
rtabmap_viz |
RTAB-Map's own GUI as a ROS 2 node: live graph, loop closures, feature matches and the parameter panel. |
rtabmap_rviz_plugins |
RViz displays for the map graph, the assembled cloud and the SLAM info. |
Launch files
| Package | Description |
|---|---|
rtabmap_launch |
rtabmap.launch.py, the one-line way to bring up the whole stack. |
rtabmap_examples |
Sensor integration examples: stereo and RGB-D cameras, 3D lidar. |
rtabmap_demos |
Full robot demos: turtlebot3 and turtlebot4, nav2 integration, multi-session mapping. |
Installation
These instructions are for ROS 2. For ROS 1, follow the installation instructions on the master branch, which also carries the latest version for Noetic.
Binaries
sudo apt install ros-$ROS_DISTRO-rtabmap-ros
From Source
-
Make sure to uninstall any rtabmap binaries:
sudo apt remove ros-$ROS_DISTRO-rtabmap* -
RTAB-Map ROS2 package:
cd ~/ros2_ws git clone https://github.com/introlab/rtabmap.git src/rtabmap git clone --branch ros2 https://github.com/introlab/rtabmap_ros.git src/rtabmap_ros rosdep update && rosdep install --from-paths src --ignore-src -r -y export MAKEFLAGS="-j6" # Can be ignored if you have a lot of RAM (>16GB) colcon build --symlink-install --cmake-args -DCMAKE_BUILD_TYPE=Release -
To build with
rgbd_cameras>1support and/orsubscribe_user_datasupport:colcon build --symlink-install --cmake-args -DRTABMAP_SYNC_MULTI_RGBD=ON -DRTABMAP_SYNC_USER_DATA=ON -DCMAKE_BUILD_TYPE=Release
Testing
cd ~/ros2_ws
colcon build --base-paths src/rtabmap_ros
colcon test --base-paths src/rtabmap_ros
colcon test-result --verbose
Usage
-
For sensor integration examples (stereo and RGB-D cameras, 3D LiDAR), see rtabmap_examples sub-folder.
-
For robot integration examples (turtlebot3 and turtlebot4, nav2 integration), see rtabmap_demos sub-folder.
Logging
To make RTAB-Map's logs appear ordered with RCLCPP's logs, set the following environment variables in your .bashrc (see official "About Logging" documentation for more info):
export RCUTILS_LOGGING_USE_STDOUT=1
export RCUTILS_LOGGING_BUFFERED_STREAM=1
# Optional, but if you like colored logs:
export RCUTILS_COLORIZED_OUTPUT=1
Recommended DDS
If RTAB-Map's GUI or topic frequency feel laggy (even if processing time looks fast enough), it may be caused by the DDS. I recommend to use Cyclone DDS, you can try it by adding this before launching any nodes/launch files (or add to your .bashrc):
export RMW_IMPLEMENTATION=rmw_cyclonedds_cpp
# Cyclone prefers multicast by default, if your router got too much spammed,
# disable multicast with (https://github.com/ros2/rmw_cyclonedds/issues/489):
export CYCLONEDDS_URI="<Disc><DefaultMulticastAddress>0.0.0.0</></>"
Documentation
- Package documentation — the tables above, and the API reference on docs.ros.org.
- Examples — rtabmap_examples for sensors, rtabmap_demos for full robots.
- Parameters — every
Rtabmap/*,Grid/*,Odom/*and other core parameter is listed in the RTAB-Map parameter reference. - Library API — RTAB-Map's own API documentation.
- Papers and videos — introlab.github.io/rtabmap.
- Old tutorials — the ROS 1 wiki, for anything not covered above; parameters and topic names are unchanged.
Building the documentation
Each package's API reference is generated with rosdoc2 from the Doxygen comments in its public headers, and published to docs.ros.org. rosdoc2 documents one package per invocation, so building the whole stack is a loop over them — run it from the repository root:
for pkg in rtabmap_*/; do
rosdoc2 build --package-path "$pkg" --output-directory doc_output || break
done
Each package lands in doc_output/<package>/index.html.
License
BSD-3-Clause, see LICENSE. RTAB-Map itself may be built with components under other licenses; see the rtabmap repository.