Towards Low-Latency High-Bandwidth Control of Quadrotors using Event Cameras
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Abstract (arXiv)
Event cameras are a promising candidate to enable high speed vision-based control due to their low sensor latency and high temporal resolution. However, purely event-based feedback has yet to be used in the control of drones. In this work, a first step towards implementing low-latency high-bandwidth control of quadrotors using event cameras is taken. In particular, this paper addresses the problem of one-dimensional attitude tracking using a dualcopter platform equipped with an event camera. The event-based state estimation consists of a modified Hough transform algorithm combined with a Kalman filter that outputs the roll angle and angular velocity of the dualcopter relative to a horizon marked by a black-and-white disk. The estimated state is processed by a proportional-derivative attitude control law that computes the rotor thrusts required to track the desired attitude. The proposed attitude tracking scheme shows promising results of event-camera-driven closed loop control: the state estimator performs with an update rate of 1 kHz and a latency determined to be 12 ms, enabling attitude tracking at speeds of over 1600 deg/s.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 Nov 2019.
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Citing papers per year: 2021: 4; 2022: 2; 2023: 3; 2024: 2; 2025: 2; 2026: 1.
14 papers.
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- 2021Event-driven Vision and Control for UAVs on a Neuromorphic Chipcited by 33
- 2021Representation Learning for Event-based Visuomotor Policiescited by 19
- 2022Are High-Resolution Event Cameras Really Needed?cited by 18
- 2023EvDNeRF: Reconstructing Event Data with Dynamic Neural Radiance Fieldscited by 17
- 2021Event Camera Based Real-Time Detection and Tracking of Indoor Ground Robotscited by 12
- 2021Adversarial Attack for Asynchronous Event-based Datacited by 9
- 2022Real-time event simulation with frame-based camerascited by 7
- 2023ColibriUAV: An Ultra-Fast, Energy-Efficient Neuromorphic Edge Processing UAV-Platform with Event-Based and Frame-Based Camerascited by 5
- 2023Segment Any Events via Weighted Adaptation of Pivotal Tokenscited by 5
- 2024Neuromorphic Attitude Estimation and Controlcited by 4
- 2026Segment Any Events with Languagecited by 3
- 2025Lattice-allocated Real-time Line Segment Feature Detection and Tracking Using Only an Event-based Cameracited by 2
2 more
- 2026Segment Any Events with Language30 Jan 2026
- 2025Learning Quantized Continuous Controllers for Integer Hardware10 Nov 2025
- 2025Lattice-allocated Real-time Line Segment Feature Detection and Tracking Using Only an Event-based Camera8 Oct 2025
- 2024Low-Latency Scalable Streaming for Event-Based Vision10 Dec 2024
- 2024Neuromorphic Attitude Estimation and Control21 Nov 2024
- 2023Segment Any Events via Weighted Adaptation of Pivotal Tokens24 Dec 2023
- 2023EvDNeRF: Reconstructing Event Data with Dynamic Neural Radiance Fields3 Oct 2023
- 2023ColibriUAV: An Ultra-Fast, Energy-Efficient Neuromorphic Edge Processing UAV-Platform with Event-Based and Frame-Based Cameras27 May 2023
- 2022Real-time event simulation with frame-based cameras10 Sep 2022
- 2022Are High-Resolution Event Cameras Really Needed?28 Mar 2022
- 2021Adversarial Attack for Asynchronous Event-based Data27 Dec 2021
- 2021Event-driven Vision and Control for UAVs on a Neuromorphic Chip8 Aug 2021
2 more
- 2021Event-driven Vision and Control for UAVs on a Neuromorphic Chipcited by 33
- 2021Representation Learning for Event-based Visuomotor Policiescited by 19
- 2022Are High-Resolution Event Cameras Really Needed?cited by 18
- 2023EvDNeRF: Reconstructing Event Data with Dynamic Neural Radiance Fieldscited by 17
- 2021Event Camera Based Real-Time Detection and Tracking of Indoor Ground Robotscited by 12
- 2021Adversarial Attack for Asynchronous Event-based Datacited by 9
- 2022Real-time event simulation with frame-based camerascited by 7
- 2023ColibriUAV: An Ultra-Fast, Energy-Efficient Neuromorphic Edge Processing UAV-Platform with Event-Based and Frame-Based Camerascited by 5
- 2023Segment Any Events via Weighted Adaptation of Pivotal Tokenscited by 5
- 2024Neuromorphic Attitude Estimation and Controlcited by 4
- 2026Segment Any Events with Languagecited by 3
- 2025Lattice-allocated Real-time Line Segment Feature Detection and Tracking Using Only an Event-based Cameracited by 2
12 most cited of 14 All 14 (JSON)
- 2026Segment Any Events with Language30 Jan 2026
- 2025Learning Quantized Continuous Controllers for Integer Hardware10 Nov 2025
- 2025Lattice-allocated Real-time Line Segment Feature Detection and Tracking Using Only an Event-based Camera8 Oct 2025
- 2024Low-Latency Scalable Streaming for Event-Based Vision10 Dec 2024
- 2024Neuromorphic Attitude Estimation and Control21 Nov 2024
- 2023Segment Any Events via Weighted Adaptation of Pivotal Tokens24 Dec 2023
- 2023EvDNeRF: Reconstructing Event Data with Dynamic Neural Radiance Fields3 Oct 2023
- 2023ColibriUAV: An Ultra-Fast, Energy-Efficient Neuromorphic Edge Processing UAV-Platform with Event-Based and Frame-Based Cameras27 May 2023
- 2022Real-time event simulation with frame-based cameras10 Sep 2022
- 2022Are High-Resolution Event Cameras Really Needed?28 Mar 2022
- 2021Adversarial Attack for Asynchronous Event-based Data27 Dec 2021
- 2021Event-driven Vision and Control for UAVs on a Neuromorphic Chip8 Aug 2021
12 newest of 14 All 14 (JSON)