Temporal order in object recognition learning

Wallis, G. (1998) Temporal order in object recognition learning. Journal of Biological Systems, 6 3: 299-313. doi:10.1142/S0218339098000200


Author Wallis, G.
Title Temporal order in object recognition learning
Journal name Journal of Biological Systems   Check publisher's open access policy
ISSN 0218-3390
1793-6470
Publication date 1998-09
Sub-type Article (original research)
DOI 10.1142/S0218339098000200
Volume 6
Issue 3
Start page 299
End page 313
Total pages 15
Place of publication Singapore
Publisher World Scientific
Language eng
Subject 170205 Neurocognitive Patterns and Neural Networks
Abstract The view based approach to object recognition relies upon the co-activation of 2-D pictorial elements or features. This approach is limited to generalising recognition across transformations of objects in which considerable physical similarity is present in the stored 2-D images to which the object is being compared. It is, therefore, unclear how completely novel views of objects might correctly be assigned to known views of an object so as to allow correct recognition from any viewpoint. The answer to this problem may lie in the fact that in the real world we are presented with a further cue as to how we should associate these images, namely that we tend to view objects over extended periods of time. In this paper, neural network and human psychophysics data on face recognition are presented which support the notion that recognition learning can be affected by the order in which images appear, as well as their spatial similarity.
Keyword Face recognition
Invariance learning
Object recognition
Spatio-temporal correlation
Unsupervised learning
View-based recognition
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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