Faculty of Information Technology, BUT

Publication Details

Annotating images with suggestions - user study of a tagging system

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. Lecture Notes in Computer Science. Brno: Springer Verlag, 2012, pp. 155-166. ISBN 978-3-642-33139-8. ISSN 0302-9743.
Czech title
Anotace s nápovědou - uživatelská studie tagovacího systému
Type
conference paper
Language
english
Authors
Hradiš Michal, Ing., Ph.D. (DCGM FIT BUT)
Kolář Martin, M.Sc. (DCGM FIT BUT)
Král Jiří, Ing. (DITS FIT BUT)
Láník Aleš, Ing. (DCGM FIT BUT)
Zemčík Pavel, prof. Dr. Ing. (DCGM FIT BUT)
Smrž Pavel, doc. RNDr., Ph.D. (DCGM FIT BUT)
Keywords
Restricted Boltzmann Machine, human-assisted learning, user interface, image tagging, crowdsourcing, image classification
Abstract
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.
Published
2012
Pages
155-166
Journal
Lecture Notes in Computer Science, no. 7517, ISSN 0302-9743
Proceedings
Advanced Concepts for Intelligent Vision Systems
Series
Lecture Notes in Computer Science
Conference
Advanced Concepts for Intelligent Vision Systems (ACIVS) 2012, Faculty of Information Technology, Brno University of Technology, Brno, CZ
ISBN
978-3-642-33139-8
Publisher
Springer Verlag
Place
Brno, CZ
DOI
BibTeX
@INPROCEEDINGS{FITPUB9990,
   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",
   doi = "10.1007/978-3-642-33140-4\_14",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/9990"
}
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