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Asynchronous frameless event-based optical flow

delete2012-03-01
delete175
PRE
AI
R
Ryad Benosman *
S
Sio-Hoï Ieng
C
Charles De Clercq
C
Chiara Bartolozzi
M
Mandyam V. Srinivasan
DOI:10.1016/j.neunet.2011.11.001delete
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Abstract

Abstract

En 中文
This paper introduces a process to compute optical flow using an asynchronous event-based retina at high speed and low computational load. A new generation of artificial vision sensors has now started to rely on biologically inspired designs for light acquisition. Biological retinas, and their artificial counterparts, are totally asynchronous and data driven and rely on a paradigm of light acquisition radically different from most of the currently used frame-grabber technologies. This paper introduces a framework for processing visual data using asynchronous event-based acquisition, providing a method for the evaluation of optical flow. The paper shows that current limitations of optical flow computation can be overcome by using event-based visual acquisition, where high data sparseness and high temporal resolution permit the computation of optical flow with micro-second accuracy and at very low computational cost. (C) 2011 Elsevier Ltd. All rights reserved.
Keywords:
Asynchronous acquisition
Spikes
Temporal dynamics
Event-based vision
Frameless vision
Optical flow
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Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

Neural Networks cover
Neural Networks
IF:
6.3
Papers:
8.2K
Citations:
3.0W

Organization

C
centre national de la recherche scientifique (cnrs)
Scholars:
24.5W
Papers: 18.2W
Citations: 279
I
istituto italiano di tecnologia - iit
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9.1K
Papers: 6.9K
Citations: 8
S
Sorbonne Universite
Scholars:
6.2W
Papers: 4.5W
Citations: 605
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