Drone Detection with Event Cameras
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Abstract (arXiv)
The diffusion of drones presents significant security and safety challenges. Traditional surveillance systems, particularly conventional frame-based cameras, struggle to reliably detect these targets due to their small size, high agility, and the resulting motion blur and poor performance in challenging lighting conditions. This paper surveys the emerging field of event-based vision as a robust solution to these problems. Event cameras virtually eliminate motion blur and enable consistent detection in extreme lighting. Their sparse, asynchronous output suppresses static backgrounds, enabling low-latency focus on motion cues. We review the state-of-the-art in event-based drone detection, from data representation methods to advanced processing pipelines using spiking neural networks. The discussion extends beyond simple detection to cover more sophisticated tasks such as real-time tracking, trajectory forecasting, and unique identification through propeller signature analysis. By examining current methodologies, available datasets, and the distinct advantages of the technology, this work demonstrates that event-based vision provides a powerful foundation for the next generation of reliable, low-latency, and efficient counter-UAV systems.
Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). Builds on 40 of its 80 references that are in the map. First posted on arXiv 6 Aug 2025.
Builds on
40 of 80 references.
References · 40
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28 more
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Built on by
Citing papers per year: 2026: 9.
9 papers.
- 2026Real-Time Drone Detection in Event Cameras via Per-Pixel Frequency Analysiscited by 1
- 2026ASUMOT: Motion-Consistency-Based Asynchronous UAV Detection and Tracking with Event Camerascited by 1
- 2026Relative State Estimation using Event-Based Propeller Sensingcited by 0
- 2026Frequency-domain Event-based Imaging for Selective Surveillancecited by 0
- 2026See Silhouettes in Motion with Neuromorphic Visioncited by 0
- 2026Programmable Silicon Retina on Pixel Processor Arraycited by 0
- 2026SkyEV: RGB-Event UAV detection and tracking dataset and baselinecited by 0
- 2026Beyond Symmetric Fusion: Exploiting Task-Dependent Modality Strengths for RGB-Event Small Object Detectioncited by 0
- 2026Residual Kalman Dynamics for Event-Based UAV Forecastingcited by 0
- 2026Residual Kalman Dynamics for Event-Based UAV Forecasting1 Sep 2026
- 2026Beyond Symmetric Fusion: Exploiting Task-Dependent Modality Strengths for RGB-Event Small Object Detection2 Aug 2026
- 2026SkyEV: RGB-Event UAV detection and tracking dataset and baseline21 Jul 2026
- 2026ASUMOT: Motion-Consistency-Based Asynchronous UAV Detection and Tracking with Event Cameras13 Jul 2026
- 2026Programmable Silicon Retina on Pixel Processor Array6 Jun 2026
- 2026See Silhouettes in Motion with Neuromorphic Vision18 May 2026
- 2026Frequency-domain Event-based Imaging for Selective Surveillance14 May 2026
- 2026Relative State Estimation using Event-Based Propeller Sensing20 Apr 2026
- 2026Real-Time Drone Detection in Event Cameras via Per-Pixel Frequency Analysis9 Mar 2026