Automatic Extrinsic Calibration for Lidar-Stereo Vehicle Sensor Setups
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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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- 2023The GOOSE Dataset for Perception in Unstructured Environmentscited by 36
- 2021Automatic Extrinsic Calibration Method for LiDAR and Camera Sensor Setupscited by 25
- 2021CalibDNN: Multimodal Sensor Calibration for Perception Using Deep Neural Networkscited by 14
- 2023SOAC: Spatio-Temporal Overlap-Aware Multi-Sensor Calibration using Neural Radiance Fieldscited by 13
- 20243DGS-Calib: 3D Gaussian Splatting for Multimodal SpatioTemporal Calibrationcited by 12
- 2024Excavating in the Wild: The GOOSE-Ex Dataset for Semantic Segmentationcited by 12
- 2022Edge-Aided Sensor Data Sharing in Vehicular Communication Networkscited by 3
- 2023P2O-Calib: Camera-LiDAR Calibration Using Point-Pair Spatial Occlusion Relationshipcited by 2
- 2024Cooperative Visual-LiDAR Extrinsic Calibration Technology for Intersection Vehicle-Infrastructure: A reviewcited by 1
- 2024Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusioncited by 1
- 2025TOMD: A Trail-based Off-road Multimodal Dataset for Traversable Pathway Segmentation under Challenging Illumination Conditionscited by 1
- 2025One target to align them all: LiDAR, RGB and event cameras extrinsic calibration for Autonomous Drivingcited by 1
5 more
- 2025CLAIM: Camera-LiDAR Alignment with Intensity and Monodepthcited by 1
- 2021Optimal Target Shape for LiDAR Pose Estimationcited by 0
- 2025Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusioncited by 0
- 2025RLCNet: An end-to-end deep learning framework for simultaneous online calibration of LiDAR, RADAR, and Cameracited by 0
- 2026Native-Domain Cross-Attention for Camera-LiDAR Extrinsic Calibration Under Large Initial Perturbationscited by 0
- 2026Native-Domain Cross-Attention for Camera-LiDAR Extrinsic Calibration Under Large Initial Perturbations31 Mar 2026
- 2025CLAIM: Camera-LiDAR Alignment with Intensity and Monodepth16 Dec 2025
- 2025RLCNet: An end-to-end deep learning framework for simultaneous online calibration of LiDAR, RADAR, and Camera9 Dec 2025
- 2025One target to align them all: LiDAR, RGB and event cameras extrinsic calibration for Autonomous Driving15 Nov 2025
- 2025TOMD: A Trail-based Off-road Multimodal Dataset for Traversable Pathway Segmentation under Challenging Illumination Conditions24 Jun 2025
- 2025Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusion17 Jun 2025
- 2024Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusion17 Nov 2024
- 2024Excavating in the Wild: The GOOSE-Ex Dataset for Semantic Segmentation27 Sep 2024
- 2024Cooperative Visual-LiDAR Extrinsic Calibration Technology for Intersection Vehicle-Infrastructure: A review16 May 2024
- 20243DGS-Calib: 3D Gaussian Splatting for Multimodal SpatioTemporal Calibration18 Mar 2024
- 2023SOAC: Spatio-Temporal Overlap-Aware Multi-Sensor Calibration using Neural Radiance Fields27 Nov 2023
- 2023P2O-Calib: Camera-LiDAR Calibration Using Point-Pair Spatial Occlusion Relationship4 Nov 2023
5 more
- 2023The GOOSE Dataset for Perception in Unstructured Environments25 Oct 2023
- 2022Edge-Aided Sensor Data Sharing in Vehicular Communication Networks17 Jun 2022
- 2021Optimal Target Shape for LiDAR Pose Estimation2 Sep 2021
- 2021CalibDNN: Multimodal Sensor Calibration for Perception Using Deep Neural Networks27 Mar 2021
- 2021Automatic Extrinsic Calibration Method for LiDAR and Camera Sensor Setups12 Jan 2021
- 2023The GOOSE Dataset for Perception in Unstructured Environmentscited by 36
- 2021Automatic Extrinsic Calibration Method for LiDAR and Camera Sensor Setupscited by 25
- 2021CalibDNN: Multimodal Sensor Calibration for Perception Using Deep Neural Networkscited by 14
- 2023SOAC: Spatio-Temporal Overlap-Aware Multi-Sensor Calibration using Neural Radiance Fieldscited by 13
- 20243DGS-Calib: 3D Gaussian Splatting for Multimodal SpatioTemporal Calibrationcited by 12
- 2024Excavating in the Wild: The GOOSE-Ex Dataset for Semantic Segmentationcited by 12
- 2022Edge-Aided Sensor Data Sharing in Vehicular Communication Networkscited by 3
- 2023P2O-Calib: Camera-LiDAR Calibration Using Point-Pair Spatial Occlusion Relationshipcited by 2
- 2024Cooperative Visual-LiDAR Extrinsic Calibration Technology for Intersection Vehicle-Infrastructure: A reviewcited by 1
- 2024Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusioncited by 1
- 2025TOMD: A Trail-based Off-road Multimodal Dataset for Traversable Pathway Segmentation under Challenging Illumination Conditionscited by 1
- 2025One target to align them all: LiDAR, RGB and event cameras extrinsic calibration for Autonomous Drivingcited by 1
12 most cited of 17 All 17 (JSON)
- 2026Native-Domain Cross-Attention for Camera-LiDAR Extrinsic Calibration Under Large Initial Perturbations31 Mar 2026
- 2025CLAIM: Camera-LiDAR Alignment with Intensity and Monodepth16 Dec 2025
- 2025RLCNet: An end-to-end deep learning framework for simultaneous online calibration of LiDAR, RADAR, and Camera9 Dec 2025
- 2025One target to align them all: LiDAR, RGB and event cameras extrinsic calibration for Autonomous Driving15 Nov 2025
- 2025TOMD: A Trail-based Off-road Multimodal Dataset for Traversable Pathway Segmentation under Challenging Illumination Conditions24 Jun 2025
- 2025Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusion17 Jun 2025
- 2024Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusion17 Nov 2024
- 2024Excavating in the Wild: The GOOSE-Ex Dataset for Semantic Segmentation27 Sep 2024
- 2024Cooperative Visual-LiDAR Extrinsic Calibration Technology for Intersection Vehicle-Infrastructure: A review16 May 2024
- 20243DGS-Calib: 3D Gaussian Splatting for Multimodal SpatioTemporal Calibration18 Mar 2024
- 2023SOAC: Spatio-Temporal Overlap-Aware Multi-Sensor Calibration using Neural Radiance Fields27 Nov 2023
- 2023P2O-Calib: Camera-LiDAR Calibration Using Point-Pair Spatial Occlusion Relationship4 Nov 2023
12 newest of 17 All 17 (JSON)