Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Conferences, Workshops, Symposiums, and Seminars
  4. How Asynchronous Events Encode Video
 
conference paper

How Asynchronous Events Encode Video

Adam, Karen  
•
Scholefield, Adam James  
•
Vetterli, Martin  
2021
2021 55th Asilomar Conference on Signals, Systems, and Computers
55th Asilomar Conference on Signals, Systems, and Computers

As event-based sensing gains in popularity, theoretical understanding is needed to harness this technology’s potential. Instead of recording video by capturing frames, event-based cameras have sensors that emit events when their inputs change, thus encoding information in the timing of events. This creates new challenges in establishing reconstruction guarantees and algorithms, but also provides advantages over frame-based video. We use time encoding machines to model event-based sensors: TEMs also encode their inputs by emitting events characterized by their timing and reconstruction from time encodings is well understood. We consider the case of time encoding bandlimited video and demonstrate a dependence between spatial sensor density and overall spatial and temporal resolution. Such a dependence does not occur in frame-based video, where temporal resolution depends solely on the frame rate of the video and spatial resolution depends solely on the pixel grid. However, this dependence arises naturally in event-based video and allows oversampling in space to provide better time resolution. As such, event-based vision encourages using more sensors that emit fewer events over time.

  • Details
  • Metrics
Type
conference paper
DOI
10.1109/IEEECONF53345.2021.9723356
ArXiv ID

10.48550/arXiv.2206.04341

Author(s)
Adam, Karen  
Scholefield, Adam James  
Vetterli, Martin  
Date Issued

2021

Publisher

IEEE

Published in
2021 55th Asilomar Conference on Signals, Systems, and Computers
ISBN of the book

978-1-665458-29-0

Total of pages

6

Start page

836

End page

841

Subjects

Event-based sensing

•

time encoding

•

bandlimited signals

•

video reconstruction

•

LCAV-MSP

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LCAV  
Event nameEvent placeEvent date
55th Asilomar Conference on Signals, Systems, and Computers

Pacific Grove, CA, USA

31 Oct-3 Nov, 2021

Available on Infoscience
August 25, 2022
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/190253
Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés