Real-Time Simultaneous Localization and Mapping with LiDAR intensity
The utilization of LiDAR's intensity image for scan matching addresses the issue of degeneracy.
Thank you for citing our paper if you use any of this code or datasets.
@inproceedings{du2023real,
title={Real-Time Simultaneous Localization and Mapping with LiDAR intensity},
author={Du, Wenqiang and Beltrame, Giovanni},
booktitle={2023 International Conference on Robotics and Automation (ICRA)},
pages={4164--4170},
year={2023},
organization={IEEE}
}
$ mkdir ~/dependencies_ws
$ cd ~/dependencies_ws/
$ wget -O ~/dependencies_ws/ceres.zip https://github.com/ceres-solver/ceres-solver/archive/1.14.0.zip
$ apt-get install -y cmake libgoogle-glog-dev libgflags-dev libatlas-base-dev libeigen3-dev unzip libsuitesparse-dev
$ cd ~/dependencies_ws/ && unzip ceres.zip -d ~/dependencies_ws/
$ cd /dependencies_ws/ceres-solver-1.14.0
$ mkdir ceres-bin && cd ceres-bin
$ cmake ..
$ sudo make install -j4
$ cd ~/dependencies_ws/
$ wget -O gtsam.zip https://github.com/borglab/gtsam/archive/4.1.0.zip
$ unzip gtsam.zip -d ~/dependencies_ws/
$ cd ~/dependencies_ws/gtsam-4.1.0
$ mkdir build && cd build
$ cmake -DGTSAM_BUILD_WITH_MARCH_NATIVE=OFF ..
$ sudo make install -j4
$ cd ~/dependencies_ws/
$ git clone https://github.com/rmsalinas/DBow3.git
$ cd DBow3/ && mkdir build && cd build
$ cmake ..
$ make
$ sudo make install
Create workspace
mkdir -p ~/catkin_ws/src
Clone the project
cd ~/catkin_ws/src/
git clone https://github.com/SnowCarter/Intensity_based_LiDAR_SLAM.git
Go to the project workspace directory
cd ../
Compile
source /opt/ros/noetic/setup.bash
catkin_make
Launch
source devel/setup.bash
roslaunch intensity_feature_tracker spot.launch rviz:=1
Play bag file
rosbag play xxx.bag --clock
Create workspace
mkdir -p ~/catkin_ws/src
Clone the project
cd ~/catkin_ws/src/
git clone https://github.com/SnowCarter/Intensity_based_LiDAR_SLAM.git
Go to the project directory
cd Intensity_based_LiDAR_SLAM/
Build docker image
docker build . -t intensity_lidar_slam
docker run --rm -it --net=host --privileged intensity_lidar_slam:latest /bin/bash -i -c 'roslaunch intensity_feature_tracker spot.launch rviz:=0'
rosbag play xxx.bag --clock
rosrun rviz rviz -d ~/catkin_ws/src/Intensity_based_LiDAR_SLAM/launch/rviz_setting.rviz
cd ~/catkin_ws/
catkin_make
source ~/catkin_ws/devel/setup.bash
rosrun rviz rviz -d ~/catkin_ws/src/Intensity_based_LiDAR_SLAM/launch/rviz_setting.rviz
path: spot_corridor.bag
version: 2.0
duration: 8:46s (526s)
start: Aug 12 2022 16:25:24.06 (1660335924.06)
end: Aug 12 2022 16:34:10.95 (1660336450.95)
size: 8.2 GB
messages: 57957
compression: lz4 [5270/5270 chunks; 53.28%]
uncompressed: 15.5 GB @ 30.0 MB/s
compressed: 8.2 GB @ 16.0 MB/s (53.28%)
types: sensor_msgs/Imu [6a62c6daae103f4ff57a132d6f95cec2]
sensor_msgs/PointCloud2 [1158d486dd51d683ce2f1be655c3c181]
topics: /os_cloud_node/imu 52688 msgs : sensor_msgs/Imu
/os_cloud_node/points 5269 msgs : sensor_msgs/PointCloud2
Contributions are always welcome!
I'm a Ph.D. candidate in MISTLab.
For support, email [email protected].