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A connectionist approach for visual perception of motion

Identifieur interne : 006B54 ( Main/Merge ); précédent : 006B53; suivant : 006B55

A connectionist approach for visual perception of motion

Auteurs : Claudio Castellanos S Chez ; Bernard Girau ; Frédéric Alexandre

Source :

RBID : CRIN:castellanos_sanchez04b

English descriptors

Abstract

Modeling visual perception of motion by connectionist networks offers various areas of research for the development of real-time models of dynamic perception-action. In this paper we present the bases of a bio-inspired connectionist approach that is part of our development of neural networks applied to autonomous robotics. Our model of visual perception of motion is based on a causal adaptation of spatiotemporal Gabor lters. We use our causal spatiotemporal lters within a modular and strongly localized architecture that performs a shunting inhibition mechanism. This model has been evaluated on arti cial as well as natural image sequences.

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CRIN:castellanos_sanchez04b

Le document en format XML

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<div type="abstract" xml:lang="en" wicri:score="2251">Modeling visual perception of motion by connectionist networks offers various areas of research for the development of real-time models of dynamic perception-action. In this paper we present the bases of a bio-inspired connectionist approach that is part of our development of neural networks applied to autonomous robotics. Our model of visual perception of motion is based on a causal adaptation of spatiotemporal Gabor lters. We use our causal spatiotemporal lters within a modular and strongly localized architecture that performs a shunting inhibition mechanism. This model has been evaluated on arti cial as well as natural image sequences.</div>
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