Real-time 6-DoF Pose Estimation by an Event-based Camera using Active LED Markers
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Abstract (arXiv)
Real-time applications for autonomous operations depend largely on fast and robust vision-based localization systems. Since image processing tasks require processing large amounts of data, the computational resources often limit the performance of other processes. To overcome this limitation, traditional marker-based localization systems are widely used since they are easy to integrate and achieve reliable accuracy. However, classical marker-based localization systems significantly depend on standard cameras with low frame rates, which often lack accuracy due to motion blur. In contrast, event-based cameras provide high temporal resolution and a high dynamic range, which can be utilized for fast localization tasks, even under challenging visual conditions. This paper proposes a simple but effective event-based pose estimation system using active LED markers (ALM) for fast and accurate pose estimation. The proposed algorithm is able to operate in real time with a latency below SI0.5millisecond while maintaining output rates of SI3kilo hertz. Experimental results in static and dynamic scenarios are presented to demonstrate the performance of the proposed approach in terms of computational speed and absolute accuracy, using the OptiTrack system as the basis for measurement.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). Builds on 14 of its 43 references that are in the map. First posted on arXiv 25 Oct 2023.
Builds on
14 of 43 references.
References · 14
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Citing papers per year: 2025: 6; 2026: 2.
8 papers.
- 2025MTevent: A Multi-Task Event Camera Dataset for 6D Pose Estimation and Moving Object Detectioncited by 6
- 2025A Monocular Event-Camera Motion Capture Systemcited by 3
- 2025Low-Latency Event-Based Velocimetry for Quadrotor Control in a Narrow Pipecited by 2
- 2026Event6D: Event-based Novel Object 6D Pose Trackingcited by 2
- 2025E-VLC: A Real-World Dataset for Event-based Visible Light Communication And Localizationcited by 1
- 2025Event-based Optical Marker Systems: A surveycited by 1
- 2025Towards agile multi-robot systems in the real world: Fast onboard tracking of active blinking markers for relative localizationcited by 0
- 2026A Height-Constrained 2-Point Minimal Solver for Pose Estimation from Active LED Markers with Event Camerascited by 0
- 2026A Height-Constrained 2-Point Minimal Solver for Pose Estimation from Active LED Markers with Event Cameras10 Aug 2026
- 2026Event6D: Event-based Novel Object 6D Pose Tracking30 Mar 2026
- 2025Low-Latency Event-Based Velocimetry for Quadrotor Control in a Narrow Pipe21 Jul 2025
- 2025MTevent: A Multi-Task Event Camera Dataset for 6D Pose Estimation and Moving Object Detection16 May 2025
- 2025Event-based Optical Marker Systems: A survey29 Apr 2025
- 2025E-VLC: A Real-World Dataset for Event-based Visible Light Communication And Localization25 Apr 2025
- 2025A Monocular Event-Camera Motion Capture System17 Feb 2025
- 2025Towards agile multi-robot systems in the real world: Fast onboard tracking of active blinking markers for relative localization3 Feb 2025