mlsanityData to 7 Oct 2026

Real-time 6-DoF Pose Estimation by an Event-based Camera using Active LED Markers

arXiv 2310.16618 ↗First posted 25 Oct 2023cs.CV cs.ROcited by 8

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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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  8. 2022A Neuromorphic Vision-Based Measurement for Robust Relative Localization in Future Space Exploration Missionscited by 9
  9. 2022Machine Learning-based Framework for Optimally Solving the Analytical Inverse Kinematics for Redundant Manipulatorscited by 9
  10. 2022Singularity Avoidance with Application to Online Trajectory Optimization for Serial Manipulatorscited by 7
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2 more
  1. 2022Sampling-Based Trajectory (re)planning for Differentially Flat Systems: Application to a 3D Gantry Cranecited by 2
  2. 2022Two-Step Online Trajectory Planning of a Quadcopter in Indoor Environments with Obstaclescited by 2

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 6; 2026: 2.

8 papers.