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Modeling attention to salient proto-objects

Walther, Dirk B. and Koch, Christof (2006) Modeling attention to salient proto-objects. Neural Networks, 19 (9). pp. 1395-1407. ISSN 0893-6080. http://resolver.caltech.edu/CaltechAUTHORS:20130816-103237497

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Abstract

Selective visual attention is believed to be responsible for serializing visual information for recognizing one object at a time in a complex scene. But how can we attend to objects before they are recognized? In coherence theory of visual cognition, so-called proto-objects form volatile units of visual information that can be accessed by selective attention and subsequently validated as actual objects. We propose a biologically plausible model of forming and attending to proto-objects in natural scenes. We demonstrate that the suggested model can enable a model of object recognition in cortex to expand from recognizing individual objects in isolation to sequentially recognizing all objects in a more complex scene.


Item Type:Article
Related URLs:
URLURL TypeDescription
http://dx.doi.org/10.1016/j.neunet.2006.10.001DOIArticle
http://www.sciencedirect.com/science/article/pii/S0893608006002152PublisherArticle
Additional Information:Copyright © 2006 Published by Elsevier Ltd. Available online 10 November 2006. Parts of the work presented in this paper originated from collaborations with Laurent Itti, Maximilian Riesenhuber, Tomaso Poggio, Ueli Rutishauser, and Pietro Perona. Funding was provided by the NSF Engineering Research Center for Neuromorphic Systems Engineering at Caltech, by the NIH, the NIMH, the Keck Foundation, a Sloan-Swartz pre-doctoral Fellowship, and a Beckman postdoctoral Fellowship to D.W.
Group:Koch Laboratory, KLAB
Funders:
Funding AgencyGrant Number
NSF Engineering Research Center for Neuromorphic Systems Engineering at CaltechUNSPECIFIED
NIHUNSPECIFIED
NIMHUNSPECIFIED
Keck FoundationUNSPECIFIED
Sloan-Swartz Pre-doctoral FellowshipUNSPECIFIED
Beckman Postdoctoral FellowshipUNSPECIFIED
Subject Keywords:Visual attention; Proto-objects; Object recognition; Attention model
Record Number:CaltechAUTHORS:20130816-103237497
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:20130816-103237497
Official Citation:Dirk Walther, Christof Koch, Modeling attention to salient proto-objects, Neural Networks, Volume 19, Issue 9, November 2006, Pages 1395-1407, ISSN 0893-6080, http://dx.doi.org/10.1016/j.neunet.2006.10.001. (http://www.sciencedirect.com/science/article/pii/S0893608006002152)
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:40542
Collection:CaltechAUTHORS
Deposited By: KLAB Import
Deposited On:26 Jan 2008 03:07
Last Modified:02 Dec 2013 23:23

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