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Classifying image galleries into a taxonomy using metadata and wikipedia
Abstract This paper presents a method for the hieraThis paper presents a method for the hierarchical classification of image galleries into a taxonomy. The proposed method links textual gallery metadata to Wikipedia pages and categories. Entity extraction from metadata, entity ranking, and selection of categories is based on Wikipedia and does not require labeled training data. The resulting system performs well above a random baseline, and achieves a (micro-averaged) F-score of 0.59 on the 9 top categories of the taxonomy and 0.40 when using all 57 categories.omy and 0.40 when using all 57 categories.
Abstractsub This paper presents a method for the hieraThis paper presents a method for the hierarchical classification of image galleries into a taxonomy. The proposed method links textual gallery metadata to Wikipedia pages and categories. Entity extraction from metadata, entity ranking, and selection of categories is based on Wikipedia and does not require labeled training data. The resulting system performs well above a random baseline, and achieves a (micro-averaged) F-score of 0.59 on the 9 top categories of the taxonomy and 0.40 when using all 57 categories.omy and 0.40 when using all 57 categories.
Bibtextype inproceedings  +
Doi 10.1007/978-3-642-31178-9_20  +
Has author Kramer G. + , Gosse Bouma + , Hendriksen D. + , Homminga M. +
Has extra keyword Entity extractions + , Entity ranking + , F-score + , Gallery + , Hierarchical classification + , Image gallery + , Labeled training data + , Wikipedia + , Classification (of information) + , Computational linguistics + , Information systems + , Learning algorithms + , Natural language processing systems + , Taxonomies + , Websites + , Metadata +
Has keyword Classification + , Gallery + , Hierarchical classification + , Image gallery + , Taxonomy + , Wikipedia +
Isbn 9783642311772  +
Language English +
Number of citations by publication 0  +
Number of references by publication 0  +
Pages 191–196  +
Published in Lecture Notes in Computer Science +
Title Classifying image galleries into a taxonomy using metadata and wikipedia +
Type conference paper  +
Volume 7337 LNCS  +
Year 2012 +
Creation dateThis property is a special property in this wiki. 7 November 2014 02:47:51  +
Categories Publications without license parameter  + , Publications without remote mirror parameter  + , Publications without archive mirror parameter  + , Publications without paywall mirror parameter  + , Conference papers  + , Publications without references parameter  + , Publications  +
Modification dateThis property is a special property in this wiki. 7 November 2014 02:47:51  +
DateThis property is a special property in this wiki. 2012  +
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