Publication Details

Annotating images with suggestions - user study of a tagging system

HRADIŠ, M.; KOLÁŘ, M.; KRÁL, J.; LÁNÍK, A.; ZEMČÍK, P.; SMRŽ, P. Annotating images with suggestions - user study of a tagging system. Advanced Concepts for Intelligent Vision Systems. Lecture Notes in Computer Science. Lecture Notes in Computer Science. Brno: Springer Verlag, 2012. p. 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)
Kolář Martin, M.Sc., Ph.D. et Ph.D.
Král Jiří, Ing.
Láník Aleš, Ing.
Zemčík Pavel, prof. Dr. Ing., dr. h. c. (DCGM)
Smrž Pavel, doc. RNDr., Ph.D. (DCGM)
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
ISBN
978-3-642-33139-8
Publisher
Springer Verlag
Place
Brno
DOI
10.1007/978-3-642-33140-4_14
BibTeX 
@inproceedings{BUT96955,
  author="Michal {Hradiš} and Martin {Kolář} and Jiří {Král} and Aleš {Láník} and Pavel {Zemčík} and Pavel {Smrž}",
  title="Annotating images with suggestions - user study of a tagging system",
  booktitle="Advanced Concepts for Intelligent Vision Systems",
  year="2012",
  series="Lecture Notes in Computer Science",
  journal="Lecture Notes in Computer Science",
  number="7517",
  pages="155--166",
  publisher="Springer Verlag",
  address="Brno",
  doi="10.1007/978-3-642-33140-4\{_}14",
  isbn="978-3-642-33139-8",
  issn="0302-9743",
  url="https://www.fit.vut.cz/research/publication/9990/"
}
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