Visual attention using spiking neural maps
Identifieur interne : 002204 ( Main/Exploration ); précédent : 002203; suivant : 002205Visual attention using spiking neural maps
Auteurs : Roberto Vazquez [Mexique] ; Bernard Girau [France] ; Jean-Charles Quinton [France]Source :
Abstract
Visual attention is a mechanism that biological systems have developed to reduce the large amount of visual information in order to efficiently perform tasks such as learning, recognition, tracking, etc. In this paper we describe a simple spiking neural network model that is able to detect, focus on and track a stimulus even in the presence of noise or distracters. Instead of using a regular rate-coding neuron model based on the continuum neural field theory (CNFT), we propose to use a time-based code by means of a network composed of leaky integrate-and-fire (LIF) neurons. The proposal is experimentally compared against the usual CNFT-based model.
Url:
Affiliations:
- France, Mexique
- Grand Est, Lorraine (région)
- Nancy
- Institut national polytechnique de Lorraine, Université Nancy 2, Université de Lorraine
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Le document en format XML
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Instead of using a regular rate-coding neuron model based on the continuum neural field theory (CNFT), we propose to use a time-based code by means of a network composed of leaky integrate-and-fire (LIF) neurons. The proposal is experimentally compared against the usual CNFT-based model.</div></front></TEI><affiliations><list><country><li>France</li><li>Mexique</li></country><region><li>Grand Est</li><li>Lorraine (région)</li></region><settlement><li>Nancy</li></settlement><orgName><li>Institut national polytechnique de Lorraine</li><li>Université Nancy 2</li><li>Université de Lorraine</li></orgName></list><tree><country name="Mexique"><noRegion><name sortKey="Vazquez, Roberto" sort="Vazquez, Roberto" uniqKey="Vazquez R" first="Roberto" last="Vazquez">Roberto Vazquez</name></noRegion></country><country name="France"><region name="Grand Est"><name sortKey="Girau, Bernard" sort="Girau, Bernard" uniqKey="Girau B" first="Bernard" last="Girau">Bernard Girau</name></region><name sortKey="Quinton, Jean Charles" sort="Quinton, Jean Charles" uniqKey="Quinton J" first="Jean-Charles" last="Quinton">Jean-Charles Quinton</name></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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