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Instant Bag-of-Words served on a laptop

Published: 18 April 2011 Publication History

Abstract

This demo showcases our realtime implementation of concept classification using the Bag-of-Words method embedded within MediaTable, our interactive categorization tool for large multimedia collections. MediaTable allows the users to open images from disk or download these directly from the internet. Each image is then processed using the Bag-of-Words method, which computes classification scores for 20 distinct concepts classes on the fly. These are then seamlessly displayed in the interface.

References

[1]
O. de Rooij, M. Worring, and J. van Wijk. Mediatable: Interactive categorization of multimedia collections. IEEE Computer Graphics and Applications, 30(5):42--51, Sept. 2010.
[2]
S. Maji, A. Berg, and J. Malik. Classification using intersection kernel support vector machines is efficient. In IEEE Conference on Computer Vision and Pattern Recognition, 2008.
[3]
F. Moosmann, E. Nowak, and F. Jurie. Randomized clustering forests for image classification. IEEE Transactions on Pattern Analysis and Machine Intelligence, 9:1632--1646, 2008.
[4]
J. Uijlings, A. Smeulders, and R. Scha. Real-time visual concept classification. IEEE Transactions on Multimedia, 12(7):665--681, 2010.

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cover image ACM Conferences
ICMR '11: Proceedings of the 1st ACM International Conference on Multimedia Retrieval
April 2011
512 pages
ISBN:9781450303361
DOI:10.1145/1991996
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

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Published: 18 April 2011

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