Dynamic Event Camera Calibration
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Abstract (arXiv)
Camera calibration is an important prerequisite towards the solution of 3D computer vision problems. Traditional methods rely on static images of a calibration pattern. This raises interesting challenges towards the practical usage of event cameras, which notably require image change to produce sufficient measurements. The current standard for event camera calibration therefore consists of using flashing patterns. They have the advantage of simultaneously triggering events in all reprojected pattern feature locations, but it is difficult to construct or use such patterns in the field. We present the first dynamic event camera calibration algorithm. It calibrates directly from events captured during relative motion between camera and calibration pattern. The method is propelled by a novel feature extraction mechanism for calibration patterns, and leverages existing calibration tools before optimizing all parameters through a multi-segment continuous-time formulation. As demonstrated through our results on real data, the obtained calibration method is highly convenient and reliably calibrates from data sequences spanning less than 10 seconds.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). Builds on 8 of its 39 references that are in the map. First posted on arXiv 14 Jul 2021.
Builds on
8 of 39 references.
References · 8
- 2019Event-based Vision: A Surveycited by 1,010
- 2018A Unifying Contrast Maximization Framework for Event Cameras, with Applications to Motion, Depth, and Optical Flow Estimationcited by 178
- 2017Ultimate SLAM? Combining Events, Images, and IMU for Robust Visual SLAM in HDR and High Speed Scenarioscited by 150
- 2020Event-based Stereo Visual Odometrycited by 105
- 2018Realtime Time Synchronized Event-based Stereocited by 28
- 2019Efficient Derivative Computation for Cumulative B-Splines on Lie Groupscited by 28
- 2021Comparing Representations in Tracking for Event Camera-based SLAMcited by 23
- 2021Visual Odometry with an Event Camera Using Continuous Ray Warping and Volumetric Contrast Maximizationcited by 14
Built on by
Citing papers per year: 2023: 3; 2024: 2; 2025: 5; 2026: 4.
14 papers.
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- 2025Stereo Event-based, 6-DOF Pose Tracking for Uncooperative Spacecraftcited by 18
- 2024TUMTraf Event: Calibration and Fusion Resulting in a Dataset for Roadside Event-Based and RGB Camerascited by 13
- 2023E-Calib: A Fast, Robust and Accurate Calibration Toolbox for Event Camerascited by 9
- 2023eWand: A calibration framework for wide baseline frame-based and event-based camera systemscited by 6
- 2024EF-Calib: Spatiotemporal Calibration of Event- and Frame-Based Cameras Using Continuous-Time Trajectoriescited by 5
- 2023Learning Parallax for Stereo Event-based Motion Deblurringcited by 4
- 2025eKalibr: Dynamic Intrinsic Calibration for Event Cameras From First Principles of Eventscited by 2
- 2025Optical Flow-Guided 6DoF Object Pose Tracking with an Event Cameracited by 2
- 2026Event-Based Method for High-Speed 3D Deformation Measurement under Extreme Illumination Conditionscited by 1
- 2025Temporal and Rotational Calibration for Event-Centric Multi-Sensor Systemscited by 0
- 2025LECalib: Line-Based Event Camera Calibrationcited by 0
- 2026Robust Subpixel Localization of Diagonal Markers in Large-Scale Navigation via Multi-Layer Screening and Adaptive Matchingcited by 0
- 2026Simplified Cross-Modal Calibration for Heterogeneous Event-RGB Stereo Systems24 Aug 2026
- 2026PLS-Calib: A Partial Least Squares Framework for Event Camera and Odometry Calibration under Ground Motion Constraints4 Aug 2026
- 2026Event-Based Method for High-Speed 3D Deformation Measurement under Extreme Illumination Conditions30 Mar 2026
- 2026Robust Subpixel Localization of Diagonal Markers in Large-Scale Navigation via Multi-Layer Screening and Adaptive Matching13 Jan 2026
- 2025LECalib: Line-Based Event Camera Calibration27 Dec 2025
- 2025Optical Flow-Guided 6DoF Object Pose Tracking with an Event Camera24 Dec 2025
- 2025Temporal and Rotational Calibration for Event-Centric Multi-Sensor Systems18 Aug 2025
- 2025Stereo Event-based, 6-DOF Pose Tracking for Uncooperative Spacecraft17 Mar 2025
- 2025eKalibr: Dynamic Intrinsic Calibration for Event Cameras From First Principles of Events10 Jan 2025
- 2024EF-Calib: Spatiotemporal Calibration of Event- and Frame-Based Cameras Using Continuous-Time Trajectories27 May 2024
- 2024TUMTraf Event: Calibration and Fusion Resulting in a Dataset for Roadside Event-Based and RGB Cameras16 Jan 2024
- 2023eWand: A calibration framework for wide baseline frame-based and event-based camera systems22 Sep 2023
2 more
- 2025Stereo Event-based, 6-DOF Pose Tracking for Uncooperative Spacecraftcited by 18
- 2024TUMTraf Event: Calibration and Fusion Resulting in a Dataset for Roadside Event-Based and RGB Camerascited by 13
- 2023E-Calib: A Fast, Robust and Accurate Calibration Toolbox for Event Camerascited by 9
- 2023eWand: A calibration framework for wide baseline frame-based and event-based camera systemscited by 6
- 2024EF-Calib: Spatiotemporal Calibration of Event- and Frame-Based Cameras Using Continuous-Time Trajectoriescited by 5
- 2023Learning Parallax for Stereo Event-based Motion Deblurringcited by 4
- 2025eKalibr: Dynamic Intrinsic Calibration for Event Cameras From First Principles of Eventscited by 2
- 2025Optical Flow-Guided 6DoF Object Pose Tracking with an Event Cameracited by 2
- 2026Event-Based Method for High-Speed 3D Deformation Measurement under Extreme Illumination Conditionscited by 1
- 2025Temporal and Rotational Calibration for Event-Centric Multi-Sensor Systemscited by 0
- 2025LECalib: Line-Based Event Camera Calibrationcited by 0
- 2026Robust Subpixel Localization of Diagonal Markers in Large-Scale Navigation via Multi-Layer Screening and Adaptive Matchingcited by 0
12 most cited of 14 All 14 (JSON)
- 2026Simplified Cross-Modal Calibration for Heterogeneous Event-RGB Stereo Systems24 Aug 2026
- 2026PLS-Calib: A Partial Least Squares Framework for Event Camera and Odometry Calibration under Ground Motion Constraints4 Aug 2026
- 2026Event-Based Method for High-Speed 3D Deformation Measurement under Extreme Illumination Conditions30 Mar 2026
- 2026Robust Subpixel Localization of Diagonal Markers in Large-Scale Navigation via Multi-Layer Screening and Adaptive Matching13 Jan 2026
- 2025LECalib: Line-Based Event Camera Calibration27 Dec 2025
- 2025Optical Flow-Guided 6DoF Object Pose Tracking with an Event Camera24 Dec 2025
- 2025Temporal and Rotational Calibration for Event-Centric Multi-Sensor Systems18 Aug 2025
- 2025Stereo Event-based, 6-DOF Pose Tracking for Uncooperative Spacecraft17 Mar 2025
- 2025eKalibr: Dynamic Intrinsic Calibration for Event Cameras From First Principles of Events10 Jan 2025
- 2024EF-Calib: Spatiotemporal Calibration of Event- and Frame-Based Cameras Using Continuous-Time Trajectories27 May 2024
- 2024TUMTraf Event: Calibration and Fusion Resulting in a Dataset for Roadside Event-Based and RGB Cameras16 Jan 2024
- 2023eWand: A calibration framework for wide baseline frame-based and event-based camera systems22 Sep 2023
12 newest of 14 All 14 (JSON)