OpenCalib: A Multi-sensor Calibration Toolbox for Autonomous Driving
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Abstract (arXiv)
Accurate sensor calibration is a prerequisite for multi-sensor perception and localization systems for autonomous vehicles. The intrinsic parameter calibration of the sensor is to obtain the mapping relationship inside the sensor, and the extrinsic parameter calibration is to transform two or more sensors into a unified spatial coordinate system. Most sensors need to be calibrated after installation to ensure the accuracy of sensor measurements. To this end, we present OpenCalib, a calibration toolbox that contains a rich set of various sensor calibration methods. OpenCalib covers manual calibration tools, automatic calibration tools, factory calibration tools, and online calibration tools for different application scenarios. At the same time, to evaluate the calibration accuracy and subsequently improve the accuracy of the calibration algorithm, we released a corresponding benchmark dataset. This paper introduces various features and calibration methods of this toolbox. To our knowledge, this is the first open-sourced calibration codebase containing the full set of autonomous-driving-related calibration approaches in this area. We wish that the toolbox could be helpful to autonomous driving researchers. We have open-sourced our code on GitHub to benefit the community. Code is available at https://github.com/PJLab-ADG/SensorsCalibration.
Key facts. Cited by 18 papers in the map (data through 14 Oct 2026). Builds on 14 of its 54 references that are in the map. First posted on arXiv 27 May 2022.
Builds on
14 of 54 references.
References · 14
- 2017CARLA: An Open Urban Driving Simulatorcited by 2,449
- 2017Unsupervised Learning of Depth and Ego-Motion from Videocited by 782
- 2018BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentationcited by 645
- 2018GeoNet: Unsupervised Learning of Dense Depth, Optical Flow and Camera Posecited by 342
- 2016DeMoN: Depth and Motion Network for Learning Monocular Stereocited by 201
- 2018DeepV2D: Video to Depth with Differentiable Structure from Motioncited by 185
- 2017RegNet: Multimodal Sensor Registration Using Deep Neural Networkscited by 69
- 2021Monocular 3D Object Detection: An Extrinsic Parameter Free Approachcited by 69
- 2020BALM: Bundle Adjustment for Lidar Mappingcited by 27
- 2018Online Temporal Calibration for Monocular Visual-Inertial Systemscited by 26
- 2021CRLF: Automatic Calibration and Refinement based on Line Feature for LiDAR and Camera in Road Scenescited by 19
- 2022Joint Camera Intrinsic and LiDAR-Camera Extrinsic Calibrationcited by 16
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Citing papers per year: 2023: 8; 2024: 3; 2025: 4; 2026: 3.
18 papers.
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- 2023Towards Knowledge-driven Autonomous Drivingcited by 29
- 2024OmniHD-Scenes: A Next-Generation Multimodal Dataset for Autonomous Drivingcited by 27
- 2025From Indoor to Open World: Revealing the Spatial Reasoning Gap in MLLMscited by 12
- 2023INF: Implicit Neural Fusion for LiDAR and Cameracited by 10
- 2024CoSEC: A Coaxial Stereo Event Camera Dataset for Autonomous Drivingcited by 6
- 2023SensorX2car: Sensors-to-car calibration for autonomous driving in road scenarioscited by 3
- 2024EvTTC: An Event Camera Dataset for Time-to-Collision Estimationcited by 3
- 2023Poses as Queries: Image-to-LiDAR Map Localization with Transformerscited by 2
- 2023Improving Extrinsics between RADAR and LIDAR using Learningcited by 2
- 2023Multi-LiDAR Localization and Mapping Pipeline for Urban Autonomous Drivingcited by 2
- 2025High-precision visual navigation device calibration method based on collimatorcited by 2
- 2023ThermRad: A Multi-modal Dataset for Robust 3D Object Detection under Challenging Conditionscited by 1
6 more
- 2025TOMD: A Trail-based Off-road Multimodal Dataset for Traversable Pathway Segmentation under Challenging Illumination Conditionscited by 1
- 2023Revisiting Stereo Triangulation in UAV Distance Estimationcited by 0
- 2025Targetless 6DoF Calibration of LiDAR and 2D Scanning Radar Based on Cylindrical Occupancycited by 0
- 2026Multi-View In-Cabin Monitoring System for Public Transport Vehiclescited by 0
- 2026Geometry-Preserving in 3D Gaussian Splatting for LiDAR-Camera Extrinsic Calibrationcited by 0
- 2026Automatic Reproducible Camera Intrinsic Calibrationcited by 0
- 2026Automatic Reproducible Camera Intrinsic Calibration9 Sep 2026
- 2026Geometry-Preserving in 3D Gaussian Splatting for LiDAR-Camera Extrinsic Calibration18 Jun 2026
- 2026Multi-View In-Cabin Monitoring System for Public Transport Vehicles10 Jun 2026
- 2025From Indoor to Open World: Revealing the Spatial Reasoning Gap in MLLMs22 Dec 2025
- 2025TOMD: A Trail-based Off-road Multimodal Dataset for Traversable Pathway Segmentation under Challenging Illumination Conditions24 Jun 2025
- 2025Targetless 6DoF Calibration of LiDAR and 2D Scanning Radar Based on Cylindrical Occupancy21 Mar 2025
- 2025High-precision visual navigation device calibration method based on collimator25 Feb 2025
- 2024OmniHD-Scenes: A Next-Generation Multimodal Dataset for Autonomous Driving14 Dec 2024
- 2024EvTTC: An Event Camera Dataset for Time-to-Collision Estimation6 Dec 2024
- 2024CoSEC: A Coaxial Stereo Event Camera Dataset for Autonomous Driving16 Aug 2024
- 2023Towards Knowledge-driven Autonomous Driving7 Dec 2023
- 2023Multi-LiDAR Localization and Mapping Pipeline for Urban Autonomous Driving3 Nov 2023
6 more
- 2023INF: Implicit Neural Fusion for LiDAR and Camera28 Aug 2023
- 2023ThermRad: A Multi-modal Dataset for Robust 3D Object Detection under Challenging Conditions20 Aug 2023
- 2023Revisiting Stereo Triangulation in UAV Distance Estimation15 Jun 2023
- 2023Improving Extrinsics between RADAR and LIDAR using Learning17 May 2023
- 2023Poses as Queries: Image-to-LiDAR Map Localization with Transformers7 May 2023
- 2023SensorX2car: Sensors-to-car calibration for autonomous driving in road scenarios18 Jan 2023
- 2023Towards Knowledge-driven Autonomous Drivingcited by 29
- 2023Towards Knowledge-driven Autonomous Driving7 Dec 2023
- 2024OmniHD-Scenes: A Next-Generation Multimodal Dataset for Autonomous Drivingcited by 27
- 2023INF: Implicit Neural Fusion for LiDAR and Cameracited by 10
- 2024CoSEC: A Coaxial Stereo Event Camera Dataset for Autonomous Drivingcited by 6
- 2023SensorX2car: Sensors-to-car calibration for autonomous driving in road scenarioscited by 3
- 2024EvTTC: An Event Camera Dataset for Time-to-Collision Estimationcited by 3
- 2023Poses as Queries: Image-to-LiDAR Map Localization with Transformerscited by 2
- 2023Improving Extrinsics between RADAR and LIDAR using Learningcited by 2
- 2023Multi-LiDAR Localization and Mapping Pipeline for Urban Autonomous Drivingcited by 2
- 2025High-precision visual navigation device calibration method based on collimatorcited by 2
- 2023ThermRad: A Multi-modal Dataset for Robust 3D Object Detection under Challenging Conditionscited by 1
- 2025TOMD: A Trail-based Off-road Multimodal Dataset for Traversable Pathway Segmentation under Challenging Illumination Conditionscited by 1
- 2023Revisiting Stereo Triangulation in UAV Distance Estimationcited by 0
12 most cited of 16 All 16 (JSON)
- 2026Automatic Reproducible Camera Intrinsic Calibration9 Sep 2026
- 2026Geometry-Preserving in 3D Gaussian Splatting for LiDAR-Camera Extrinsic Calibration18 Jun 2026
- 2026Multi-View In-Cabin Monitoring System for Public Transport Vehicles10 Jun 2026
- 2025TOMD: A Trail-based Off-road Multimodal Dataset for Traversable Pathway Segmentation under Challenging Illumination Conditions24 Jun 2025
- 2025Targetless 6DoF Calibration of LiDAR and 2D Scanning Radar Based on Cylindrical Occupancy21 Mar 2025
- 2025High-precision visual navigation device calibration method based on collimator25 Feb 2025
- 2024OmniHD-Scenes: A Next-Generation Multimodal Dataset for Autonomous Driving14 Dec 2024
- 2024EvTTC: An Event Camera Dataset for Time-to-Collision Estimation6 Dec 2024
- 2024CoSEC: A Coaxial Stereo Event Camera Dataset for Autonomous Driving16 Aug 2024
- 2023Multi-LiDAR Localization and Mapping Pipeline for Urban Autonomous Driving3 Nov 2023
- 2023INF: Implicit Neural Fusion for LiDAR and Camera28 Aug 2023
- 2023ThermRad: A Multi-modal Dataset for Robust 3D Object Detection under Challenging Conditions20 Aug 2023
12 newest of 16 All 16 (JSON)