Neural Mechanisms of Motion Detection, Integration, and Segregation: From Biology to Artificial Image Processing Systems

Jan Bouecke 1 Emilien Tlapale 2 Pierre Kornprobst 2 Heiko Neumann 1, *
* Auteur correspondant
1 Faculty of Engineering and Computer Sciences [Ulm]
2 NEUROMATHCOMP - Mathematical and Computational Neuroscience
CRISAM - Inria Sophia Antipolis - Méditerranée , JAD - Laboratoire Jean Alexandre Dieudonné : UMR6621
Abstract : Object motion can be measured locally by neurons at different stages of the visual hierarchy. Depending on the size of their receptive field apertures they measure either localized or more global configurationally spatiotemporal information. In the visual cortex information processing is based on the mutual interaction of neuronal activities at different levels of representation and scales. Here, we utilize such principles and propose a framework for modelling neural computational mechanisms of motion in primates using biologically inspired principles. In particular, we investigate motion detection and integration in cortical areas V1 and MT utilizing feedforward and modulating feedback processing and the automatic gain control through center-surround interaction and activity normalization. We demonstrate that the model framework is capable of reproducing challenging data from experimental investigations in psychophysics and physiology. Furthermore, the model is also demonstrated to successfully deal with realistic image sequences from benchmark databases and technical applications.
Type de document :
Article dans une revue
EURASIP Journal on Advances in Signal Processing, SpringerOpen, 2011, 2011 (1), pp.781561
Liste complète des métadonnées

Littérature citée [58 références]  Voir  Masquer  Télécharger
https://hal.inria.fr/hal-00784429
Contributeur : Ed. Bmc <>
Soumis le : lundi 4 février 2013 - 13:05:40
Dernière modification le : jeudi 3 mai 2018 - 13:32:58
Document(s) archivé(s) le : lundi 17 juin 2013 - 18:39:29

Fichiers

1687-6180-2011-781561.pdf
Fichiers éditeurs autorisés sur une archive ouverte

Identifiants

  • HAL Id : hal-00784429, version 1

Collections

INRIA | DIEUDONNE | UNICE | UNIV-COTEDAZUR

Citation

Jan Bouecke, Emilien Tlapale, Pierre Kornprobst, Heiko Neumann. Neural Mechanisms of Motion Detection, Integration, and Segregation: From Biology to Artificial Image Processing Systems. EURASIP Journal on Advances in Signal Processing, SpringerOpen, 2011, 2011 (1), pp.781561. 〈hal-00784429〉

Exporter

BibTeX TEI DC DCterms EndNote

Partager

Métriques

Consultations de la notice

226

Téléchargements de fichiers

371

Contact


archive-ouverte@inria.fr