Spatio-temporal influences at the neural level of object recognition

Wallis, G. (1998) Spatio-temporal influences at the neural level of object recognition. Network: Computation in Neural Systems, 9 2: 265-278.. doi:10.1088/0954-898X/9/2/007


Author Wallis, G.
Title Spatio-temporal influences at the neural level of object recognition
Journal name Network: Computation in Neural Systems   Check publisher's open access policy
ISSN 0954-898X
1361-6536
Publication date 1998-05
Sub-type Article (original research)
DOI 10.1088/0954-898X/9/2/007
Volume 9
Issue 2
Start page 265
End page 278.
Total pages 14
Place of publication London
Publisher Informa Healthcare
Language eng
Subject 170205 Neurocognitive Patterns and Neural Networks
Abstract In late 1988, Miyashita published work reporting recordings of single cells in the inferotemporal cortex of the macaque monkey (Miyashita 1988 Nature 335 817-20). He described the responses of neurons to a sequence of random fractal pattern images, and how many of the neurons tested were seen to respond strongly to a subset of the images on the basis of sequence presentation order, i.e. appearance in time, rather than their spatial similarity. In this work, I describe a local, Hebb-like learning rule which in conjunction with a simple feedforward neural architecture is capable of replicating the type of temporal-order association apparent in the cells from which he made recordings. The paper also advances reasons for requiring such learning by describing its possible role in establishing transformation invariant representations of objects.
Keyword Inferotemporal cortex
neurocognitive patterns
Single Cells
Q-Index Code C1
Q-Index Status Provisional Code
Institutional Status Unknown

Document type: Journal Article
Sub-type: Article (original research)
Collection: School of Human Movement and Nutrition Sciences Publications
 
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