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ReFeree-Radar-SLAM

Project Paper Arxiv alphaXiv YouTube

[IEEE RA-L] This repository is the official code for ReFeree: Radar-Based Lightweight and Robust Localization Using Feature and Free space.

Hogyun Kim*, Byunghee Choi*, Euncheol Choi, Younggun Cho

(* represents equal contribution.)

Spatial AI and Robotics Lab (SPARO)

animated

Organization

Preliminary

This repository built and complied in environment Ubuntu 20.04, ROS Noetic(desktop-full). The required apt install packges are below.

$ sudo apt-get install python3-catkin-tools
$ sudo apt-get install ros-noetic-gtsam

How to use

First, clone and build the repository in your ros workspace.

$ cd your_ros_workspace/src
$ git clone https://github.com/sparolab/ReFeree-Radar-SLAM.git
$ cd your_ros_workspace
$ catkin build nano_gicp && catkin build

Second, prepare dataset in following format:

(dataset_name)/  
├── polar/  
│ ├── (timestamp_start).png  
│ ├── ...  
│ └── (timestamp_start).png

The timstamp-named png radar image files should be located in (dataset_name)/polar directory. And revise seq_dir and save_directory parameters in yeti_radar_odometry.launch.

<param name="seq_dir" type="string" value="(path_of_your_dataset)/(dataset_name)/" />
...
<param name="save_directory" type="string" value="(path_of_your_results)/results/"/>

Third, launch the yeti_radar_odometry.launch.

$ source devel/setup.bash
$ roslaunch yeti yeti_radar_odometry.launch 

Special Thanks

Citation

@article{kim2024referee,
  title={ReFeree: Radar-Based Lightweight and Robust Localization using Feature and Free space},
  author={Kim, Hogyun and Choi, Byunghee and Choi, Euncheol and Cho, Younggun},
  journal={IEEE Robotics and Automation Letters},
  year={2024},
  publisher={IEEE}
}

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Radar-SLAM: ReFeree + Yeti Odometry

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