Faculty of Information Technology, BUT

Publication Details

Visual Codebooks Survey for Video On-line Processing

BERAN Vítězslav and ZEMČÍK Pavel. Visual Codebooks Survey for Video On-line Processing. In: Second International Conference, ICCVG 2010, Proceedings Part 1.. Lecture Notes in Computer Science. Warsaw: Springer Verlag, 2010, pp. 1-10. ISBN 978-3-642-15909-1.
Czech title
Využití vizuálních slovníků pro on-line zpracování videa
Type
conference paper
Language
english
Authors
Keywords
image retrieval, visual codebook, video processing
Abstract
This paper explores techniques in the pipeline of image description based on visual codebooks suitable for video on-line processing. The pipeline components are (i) extraction and description of local image features, (ii) translation of each high-dimensional feature descriptor to several most appropriate visual words selected from the discrete codebook and (iii) combination of visual words into bag-of-words using hard or soft assignment weighting scheme. For each component, several state-of-the-art techniques are analyzed and discussed and their usability for video on-line processing is addressed. The experiments are evaluated on the standard Kentucky and Oxford building datasets using image retrieval framework. The results show the impact loosing the pipeline precision in the price of improving the time cost which is crucial for real-time video processing.
Annotation
Published
2010
Pages
1-10
Proceedings
Second International Conference, ICCVG 2010, Proceedings Part 1.
Series
Lecture Notes in Computer Science
Conference
International Conference on Computer Vision and Graphics 2010, PJIIT - Polish-Japanese Institute of Information Technology, PL
ISBN
978-3-642-15909-1
Publisher
Springer Verlag
Place
Warsaw, PL
BibTeX
@INPROCEEDINGS{FITPUB9230,
   author = "V\'{i}t\v{e}zslav Beran and Pavel Zem\v{c}\'{i}k",
   title = "Visual Codebooks Survey for Video On-line Processing",
   pages = "1--10",
   booktitle = "Second International Conference, ICCVG 2010, Proceedings Part 1.",
   series = "Lecture Notes in Computer Science",
   year = 2010,
   location = "Warsaw, PL",
   publisher = "Springer Verlag",
   ISBN = "978-3-642-15909-1",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/9230"
}
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