Encoding multielement scenes: Statistical learning of visual feature hierarchies

Encoding multielement scenes: Statistical learning of visual feature hierarchies (2005)

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by József Fiser , Richard N. Aslin , József Fiser , Richard N. Aslin , Department Of Brain

Venue:	Journal of Experimental Psychology: General
Citations:	9 - 5 self

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Datum	Value	Source
TITLE	Encoding multielement scenes: Statistical learning of visual feature hierarchies	INFERENCE
AUTHOR NAME	József Fiser	SVM HeaderParse 0.2
AUTHOR AFFIL	University of Rochester	SVM HeaderParse 0.2
AUTHOR NAME	Richard N. Aslin	SVM HeaderParse 0.2
AUTHOR AFFIL	University of Rochester	SVM HeaderParse 0.2
AUTHOR NAME	József Fiser	SVM HeaderParse 0.2
AUTHOR AFFIL	Grant EY-07125, National Institute of Child Health and Human Development	SVM HeaderParse 0.2
AUTHOR NAME	Richard N. Aslin	SVM HeaderParse 0.2
AUTHOR AFFIL	Grant EY-07125, National Institute of Child Health and Human Development	SVM HeaderParse 0.2
AUTHOR NAME	Department Of Brain	SVM HeaderParse 0.2
AUTHOR AFFIL	Grant EY-07125, National Institute of Child Health and Human Development	SVM HeaderParse 0.2
ABSTRACT	The authors investigated how human adults encode and remember parts of multielement scenes composed of recursively embedded visual shape combinations. The authors found that shape combinations that are parts of larger configurations are less well remembered than shape combinations of the same kind that are not embedded. Combined with basic mechanisms of statistical learning, this embeddedness constraint enables the development of complex new features for acquiring internal representations efficiently without being computationally intractable. The resulting representations also encode parts and wholes by chunking the visual input into components according to the statistical coherence of their constituents. These results suggest that a bootstrapping approach of constrained statistical learning offers a unified framework for investigating the formation of different internal representations in pattern and scene perception.	SVM HeaderParse 0.2
YEAR	2005	INFERENCE
VENUE	Journal of Experimental Psychology: General	INFERENCE
VENUE TYPE	JOURNAL	INFERENCE
PAGES	521--537	INFERENCE
CITATIONS	55 found	ParsCit 1.0