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Invariant object recognition in the visual system with novel views of 3D objects.

Abstract:

To form view-invariant representations of objects, neurons in the inferior temporal cortex may associate together different views of an object, which tend to occur close together in time under natural viewing conditions. This can be achieved in neuronal network models of this process by using an associative learning rule with a short-term temporal memory trace. It is postulated that within a view, neurons learn representations that enable them to generalize within variations of that view. Whe...

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Publication status:
Published

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Publisher copy:
10.1162/089976602760407982

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Institution:
University of Oxford
Department:
Oxford, MSD, Experimental Psychology
Role:
Author
Journal:
Neural computation
Volume:
14
Issue:
11
Pages:
2585-2596
Publication date:
2002-11-05
DOI:
EISSN:
1530-888X
ISSN:
0899-7667
URN:
uuid:dacd8263-a681-459d-a520-8edcbd96f09e
Source identifiers:
31334
Local pid:
pubs:31334

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