Conference paper

HRADIŠ Michal, KOLÁŘ Martin, KRÁL Jiří, LÁNÍK Aleš, ZEMČÍK Pavel and SMRŽ Pavel. Annotating images with suggestions - user study of a tagging system. In: Advanced Concepts for Intelligent Vision Systems. Brno: Springer Verlag, 2012, pp. 155-166. ISBN 978-3-642-33139-8. ISSN 0302-9743.
Publication language:english
Original title:Annotating images with suggestions - user study of a tagging system
Title (cs):Anotace s nápovědou - uživatelská studie tagovacího systému
Pages:155-166
Proceedings:Advanced Concepts for Intelligent Vision Systems
Conference:Advanced Concepts for Intelligent Vision Systems (ACIVS) 2012
Series:Lecture Notes in Computer Science
Place:Brno, CZ
Year:2012
ISBN:978-3-642-33139-8
Journal:Lecture Notes in Computer Science, No. 7517, DE
ISSN:0302-9743
Publisher:Springer Verlag
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Keywords
Restricted Boltzmann Machine, human-assisted learning, user interface, image tagging, crowdsourcing, image classification
Annotation
This paper explores the concept of image-wise tagging. It introduces a web-based user interface for image annotation, and a novel method for modeling dependencies of tags using Restricted Boltzmann Machines which is able to suggest probable tags for an image based on previously assigned tags. According to our user study, our tag suggestion methods improve both user experience and annotation speed. Our results demonstrate that large datasets with semantic labels (such as in TRECVID Semantic Indexing) can be annotated much more efficiently with the proposed approach than with current class-domain-wise methods, and produce higher quality data.
BibTeX:
@INPROCEEDINGS{
   author = {Michal Hradi{\v{s}} and Martin Kol{\'{a}}{\v{r}} and
	Ji{\v{r}}{\'{i}} Kr{\'{a}}l and Ale{\v{s}} L{\'{a}}n{\'{i}}k
	and Pavel Zem{\v{c}}{\'{i}}k and Pavel Smr{\v{z}}},
   title = {Annotating images with suggestions - user study of a tagging
	system},
   pages = {155--166},
   booktitle = {Advanced Concepts for Intelligent Vision Systems},
   series = {Lecture Notes in Computer Science},
   journal = {Lecture Notes in Computer Science},
   number = {7517},
   year = {2012},
   location = {Brno, CZ},
   publisher = {Springer Verlag},
   ISBN = {978-3-642-33139-8},
   ISSN = {0302-9743},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php?id=9990}
}

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