Rate coherence and event coherence in the visual cortex: a neuronal model of object recognition.

Abstract:

:We propose a function-oriented model of the visual cortex. The model addresses an essential task of the visual system: to detect and represent objects. These are defined as sets, which reappear in the input with invariant inner relations. A network, incorporating an idealized description of anatomical and physiological data, is presented with a movie showing various moving objects. In the course of time, as a result of Hebbian plasticity, a connection scheme develops which embodies in its forward and lateral connections the information necessary to perform the operations involved in object recognition. We demonstrate that coherent neural activity can exploit this information. Two types of coherence have to be distinguished in this respect. Rate coherence performs invariance operations and association, while event coherence accomplishes segmentation tasks. The model reproduces and explains experimental findings made both in physiological recordings from the visual cortex and in psychophysical studies.

journal_name

Biol Cybern

journal_title

Biological cybernetics

authors

Neven H,Aertsen A

doi

10.1007/BF02414887

keywords:

subject

Has Abstract

pub_date

1992-01-01 00:00:00

pages

309-22

issue

4

eissn

0340-1200

issn

1432-0770

journal_volume

67

pub_type

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