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LiDAR-Camera Calibration for non-repeative scanning Livox LiDAR

Livox-LiDAR-Camera Calibrator

In this repository, we aim to build a high-precision automatic calibration tool for Livox-LiDAR-Camera system using a printed chessboard.

Paper

For non-commercial research use. Please cite our Optics Express paper when use it, and it can be downloaded here:

  @article{RCLC,
  author = {Zhengchao Lai and Yue Wang and Shangwei Guo and Xiantong Meng and Jun Li and Wenhao Li and Shaokun Han}
  number = {10},
  pages = {16242--16263},
  publisher = {OSA},
  title = {Laser reflectance feature assisted accurate extrinsic calibration for non-repetitive scanning LiDAR and camera systems},
  volume = {30},
  month = {May},
  year = {2022},
  url = {http://opg.optica.org/oe/abstract.cfm?URI=oe-30-10-16242},
  doi = {10.1364/OE.453449}
  }

Calibration results

  • Grid fitting process:

  • Reproject results: point cloud to image ( more than 100m distance, toward pixel-wise align precision ):

  • Reproject results: image pixel map to point clouds:

  • Requirements

    • PCL (>1.7)
    • Eigen3(3.3.4)
    • OpenCV (>3.0)
    • ceres

    Usage

    1. Configure data_root_path to be the data path in file config_real.yaml.

    2. build project:

      mkdir build && cd build

      cmake .. && make

    3. Segment the chessboard from pointcloud.

      ./BoardSegmentation

    4. Start calibrate and show the results.

      ./Calibrate

    Realworld Datasets

    Indoor and outdoor calibration data for MID-40 and Zed2 system can be downloded at GoogleDrive

    Simulated Datasets

    The complete code of simulation tool has been uploaded to Livox_Cam_Simulator. Some result as shown in the following figures.

    • The scan model of Livox LiDAR:

    • The zed camera combined with Livox LiDAR:

    • The Gazebo scene:

    • The rviz visulation:

    Point clouds with reflectance intensity which mapped according to the color of the materials:

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verified publisher icon zhijianglu

LiDAR-Camera Calibration for non-repeative scanning Livox LiDAR