Spatiotemporal Camera-LiDAR Calibration: A Targetless and Structureless Approach
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Abstract (arXiv)
The demand for multimodal sensing systems for robotics is growing due to the increase in robustness, reliability and accuracy offered by these systems. These systems also need to be spatially and temporally co-registered to be effective. In this paper, we propose a targetless and structureless spatiotemporal camera-LiDAR calibration method. Our method combines a closed-form solution with a modified structureless bundle adjustment where the coarse-to-fine approach does not {require} an initial guess on the spatiotemporal parameters. Also, as 3D features (structure) are calculated from triangulation only, there is no need to have a calibration target or to match 2D features with the 3D point cloud which provides flexibility in the calibration process and sensor configuration. We demonstrate the accuracy and robustness of the proposed method through both simulation and real data experiments using multiple sensor payload configurations mounted to hand-held, aerial and legged robot systems. Also, qualitative results are given in the form of a colorized point cloud visualization.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Jan 2020.
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Citing papers per year: 2021: 3; 2022: 2; 2023: 4; 2024: 3; 2025: 2; 2026: 1.
15 papers.
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- 2021Automatic Extrinsic Calibration Method for LiDAR and Camera Sensor Setupscited by 25
- 2023MOISST: Multimodal Optimization of Implicit Scene for SpatioTemporal calibrationcited by 19
- 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
- 2023Calib-Anything: Zero-training LiDAR-Camera Extrinsic Calibration Method Using Segment Anythingcited by 11
- 2022SST-Calib: Simultaneous Spatial-Temporal Parameter Calibration between LIDAR and Cameracited by 6
- 2021Continuous-Time Spatiotemporal Calibration of a Rolling Shutter Camera-IMU Systemcited by 4
- 2025CalibRefine: Deep Learning-Based Online Automatic Targetless LiDAR-Camera Calibration with Iterative and Attention-Driven Post-Refinementcited by 3
- 2022TEScalib: Targetless Extrinsic Self-Calibration of LiDAR and Stereo Camera for Automated Driving Vehicles with Uncertainty Analysiscited by 2
- 2023SceneCalib: Automatic Targetless Calibration of Cameras and Lidars in Autonomous Drivingcited by 2
- 2024A re-calibration method for object detection with multi-modal alignment bias in autonomous drivingcited by 1
- 2024Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentationcited by 1
- 2026Diagnosing Temporal Misalignment in Multichannel Time-Series Classification with Minimum Description Length13 Sep 2026
- 2025Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusion17 Jun 2025
- 2025CalibRefine: Deep Learning-Based Online Automatic Targetless LiDAR-Camera Calibration with Iterative and Attention-Driven Post-Refinement24 Feb 2025
- 2024Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusion17 Nov 2024
- 2024Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation9 Oct 2024
- 2024A re-calibration method for object detection with multi-modal alignment bias in autonomous driving27 May 2024
- 2023SOAC: Spatio-Temporal Overlap-Aware Multi-Sensor Calibration using Neural Radiance Fields27 Nov 2023
- 2023Calib-Anything: Zero-training LiDAR-Camera Extrinsic Calibration Method Using Segment Anything5 Jun 2023
- 2023SceneCalib: Automatic Targetless Calibration of Cameras and Lidars in Autonomous Driving11 Apr 2023
- 2023MOISST: Multimodal Optimization of Implicit Scene for SpatioTemporal calibration6 Mar 2023
- 2022SST-Calib: Simultaneous Spatial-Temporal Parameter Calibration between LIDAR and Camera8 Jul 2022
- 2022TEScalib: Targetless Extrinsic Self-Calibration of LiDAR and Stereo Camera for Automated Driving Vehicles with Uncertainty Analysis28 Feb 2022
- 2021Automatic Extrinsic Calibration Method for LiDAR and Camera Sensor Setupscited by 25
- 2023MOISST: Multimodal Optimization of Implicit Scene for SpatioTemporal calibrationcited by 19
- 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
- 2023Calib-Anything: Zero-training LiDAR-Camera Extrinsic Calibration Method Using Segment Anythingcited by 11
- 2022SST-Calib: Simultaneous Spatial-Temporal Parameter Calibration between LIDAR and Cameracited by 6
- 2021Continuous-Time Spatiotemporal Calibration of a Rolling Shutter Camera-IMU Systemcited by 4
- 2025CalibRefine: Deep Learning-Based Online Automatic Targetless LiDAR-Camera Calibration with Iterative and Attention-Driven Post-Refinementcited by 3
- 2022TEScalib: Targetless Extrinsic Self-Calibration of LiDAR and Stereo Camera for Automated Driving Vehicles with Uncertainty Analysiscited by 2
- 2023SceneCalib: Automatic Targetless Calibration of Cameras and Lidars in Autonomous Drivingcited by 2
- 2024A re-calibration method for object detection with multi-modal alignment bias in autonomous drivingcited by 1
- 2024Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentationcited by 1
12 most cited of 15 All 15 (JSON)
- 2026Diagnosing Temporal Misalignment in Multichannel Time-Series Classification with Minimum Description Length13 Sep 2026
- 2025Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusion17 Jun 2025
- 2025CalibRefine: Deep Learning-Based Online Automatic Targetless LiDAR-Camera Calibration with Iterative and Attention-Driven Post-Refinement24 Feb 2025
- 2024Iterative Camera-LiDAR Extrinsic Optimization via Surrogate Diffusion17 Nov 2024
- 2024Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation9 Oct 2024
- 2024A re-calibration method for object detection with multi-modal alignment bias in autonomous driving27 May 2024
- 2023SOAC: Spatio-Temporal Overlap-Aware Multi-Sensor Calibration using Neural Radiance Fields27 Nov 2023
- 2023Calib-Anything: Zero-training LiDAR-Camera Extrinsic Calibration Method Using Segment Anything5 Jun 2023
- 2023SceneCalib: Automatic Targetless Calibration of Cameras and Lidars in Autonomous Driving11 Apr 2023
- 2023MOISST: Multimodal Optimization of Implicit Scene for SpatioTemporal calibration6 Mar 2023
- 2022SST-Calib: Simultaneous Spatial-Temporal Parameter Calibration between LIDAR and Camera8 Jul 2022
- 2022TEScalib: Targetless Extrinsic Self-Calibration of LiDAR and Stereo Camera for Automated Driving Vehicles with Uncertainty Analysis28 Feb 2022
12 newest of 15 All 15 (JSON)