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A computational exploration of complementary learning mechanisms in the primate ventral visual pathway

Abstract:

In order to develop transformation invariant representations of objects, the visual system must make use of constraints placed upon object transformation by the environment. For example, objects transform continuously from one point to another in both space and time. These two constraints have been exploited separately in order to develop translation and view invariance in a hierarchical multilayer model of the primate ventral visual pathway in the form of continuous transformation learning a...

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Publication status:
Published
Peer review status:
Peer reviewed

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Institution:
University of Oxford
Division:
MSD
Department:
Experimental Psychology
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MSD
Department:
Experimental Psychology
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MSD
Department:
Experimental Psychology
Role:
Author
Publisher:
Elsevier
Journal:
Vision Research More from this journal
Volume:
119
Pages:
16-28
Publication date:
2016-01-01
DOI:
ISSN:
0042-6989
Keywords:
Pubs id:
pubs:596756
UUID:
uuid:cd4757c5-04b4-4d4a-9dde-b3816028e1f8
Local pid:
pubs:596756
Source identifiers:
596756
Deposit date:
2016-01-24

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