mlsanityData to 7 Oct 2026

Probabilistic Approach for Detection of High-Frequency Periodic Signals using an Event Camera

arXiv 2205.04691 ↗First posted 10 May 2022cs.CV eess.SPcited by 3

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Abstract (arXiv)

Being inspired by the biological eye, event camera is a novel asynchronous technology that pose a paradigm shift in acquisition of visual information. This paradigm enables event cameras to capture pixel-size fast motions much more naturally compared to classical cameras. In this paper we present a new asynchronous event-driven algorithm for detection of high-frequency pixel-size periodic signals using an event camera. Development of such new algorithms, to efficiently process the asynchronous information of event cameras, is essential and being a main challenge in the research community, in order to utilize its special properties and potential. It turns out that this algorithm, that was developed in order to satisfy the new paradigm, is related to an untreated theoretical problem in probability: let 0≤τ1≤τ2≤cdots≤τm≤1, originated from an unknown distribution. Let also ε,δ∈ℝ, and d∈mathbbN. What can be said about the probability Phi(m,d) of having more than d adjacent τi-s pairs that the distance between them is δ, up to an error ε ? This problem, that reminds the area of order statistic, shows how the new visualization paradigm is also an opportunity to develop new areas and problems in mathematics.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 7 of its 21 references that are in the map. First posted on arXiv 10 May 2022.

Builds on

7 of 21 references.

References · 7

  1. 2019Event-based Vision: A Surveycited by 1,010
  2. 2018HATS: Histograms of Averaged Time Surfaces for Robust Event-based Object Classificationcited by 215
  3. 2018Event-based Moving Object Detection and Trackingcited by 126
  4. 2018Semi-Dense 3D Reconstruction with a Stereo Event Cameracited by 67
  5. 2019Speed Invariant Time Surface for Learning to Detect Corner Points with Event-Based Camerascited by 48
  6. 2019FA-Harris: A Fast and Asynchronous Corner Detector for Event Camerascited by 26
  7. 2020Asynchronous Tracking-by-Detection on Adaptive Time Surfaces for Event-based Object Trackingcited by 25

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 1; 2026: 2.

3 papers.