mlsanityData to 7 Oct 2026

Automatic Extrinsic Calibration for Lidar-Stereo Vehicle Sensor Setups

arXiv 1705.04085 ↗First posted 11 May 2017cs.CV cs.ROcited by 17

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Abstract (arXiv)

Sensor setups consisting of a combination of 3D range scanner lasers and stereo vision systems are becoming a popular choice for on-board perception systems in vehicles; however, the combined use of both sources of information implies a tedious calibration process. We present a method for extrinsic calibration of lidar-stereo camera pairs without user intervention. Our calibration approach is aimed to cope with the constraints commonly found in automotive setups, such as low-resolution and specific sensor poses. To demonstrate the performance of our method, we also introduce a novel approach for the quantitative assessment of the calibration results, based on a simulation environment. Tests using real devices have been conducted as well, proving the usability of the system and the improvement over the existing approaches. Code is available at http://wiki.ros.org/velo2cam_calibration

Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 May 2017.

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Citing papers per year: 2021: 3; 2022: 1; 2023: 3; 2024: 4; 2025: 5; 2026: 1.

17 papers.

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  1. 2023The GOOSE Dataset for Perception in Unstructured Environmentscited by 36
  2. 2021Automatic Extrinsic Calibration Method for LiDAR and Camera Sensor Setupscited by 25
  3. 2021CalibDNN: Multimodal Sensor Calibration for Perception Using Deep Neural Networkscited by 14
  4. 2023SOAC: Spatio-Temporal Overlap-Aware Multi-Sensor Calibration using Neural Radiance Fieldscited by 13
  5. 20243DGS-Calib: 3D Gaussian Splatting for Multimodal SpatioTemporal Calibrationcited by 12
  6. 2024Excavating in the Wild: The GOOSE-Ex Dataset for Semantic Segmentationcited by 12
  7. 2022Edge-Aided Sensor Data Sharing in Vehicular Communication Networkscited by 3
  8. 2023P2O-Calib: Camera-LiDAR Calibration Using Point-Pair Spatial Occlusion Relationshipcited by 2
  9. 2024Cooperative Visual-LiDAR Extrinsic Calibration Technology for Intersection Vehicle-Infrastructure: A reviewcited by 1
  10. 2024Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusioncited by 1
  11. 2025TOMD: A Trail-based Off-road Multimodal Dataset for Traversable Pathway Segmentation under Challenging Illumination Conditionscited by 1
  12. 2025One target to align them all: LiDAR, RGB and event cameras extrinsic calibration for Autonomous Drivingcited by 1
5 more
  1. 2025CLAIM: Camera-LiDAR Alignment with Intensity and Monodepthcited by 1
  2. 2021Optimal Target Shape for LiDAR Pose Estimationcited by 0
  3. 2025Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusioncited by 0
  4. 2025RLCNet: An end-to-end deep learning framework for simultaneous online calibration of LiDAR, RADAR, and Cameracited by 0
  5. 2026Native-Domain Cross-Attention for Camera-LiDAR Extrinsic Calibration Under Large Initial Perturbationscited by 0