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On the significance of cluster-temporal browsing for generic video retrieval: a statistical analysis

Published: 23 October 2006 Publication History

Abstract

In this paper, we test statistically the effect of content-based browsing in generic video retrieval. Using TRECVID 2004 and 2005 experiments, we demonstrate that content-based browsing improves retrieval over sequential queries and relevance feedback. Two user groups, novices and system developers have been used in the experiments on large and multilingual video collections. Novice users were found to achieve improvement in search effectiveness with cluster-temporal browsing by statistically significant amount. System developers did not have statistically significant difference between the different system configurations.

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Hauptmann, A.G., and Christel, M.G. Successful Approaches in the TREC Video Retrieval Evaluations. Proc. ACM Multimedia, 2004, 668--675.
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Kraaij, W., Smeaton, A.F., Over, P., and Arlandis, J. TRECVID 2004 - an overview. Online Proceedings of the TRECVID 2004, Gaithersburg, MD, United States, 2004, http://wwwnlpir.nist.gov/projects/tvpubs/tv.pubs.org.html.
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Rautiainen, M., Seppänen, T., and Ojala, T. Advancing content-based retrieval effectiveness with cluster-temporal browsing in multilingual video databases. IEEE Int. Conf. on Multimedia & Expo, Toronto, Canada, 2006, 377--380.
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Rautiainen, M., Varanka, M., Hanski, I., Hosio, M., Pramila, A., Liu, J., Ojala, T., and Seppänen, T. TRECVID 2005 Experiments at MediaTeam Oulu. TREC Video Retrieval Evaluation Online Proc., TRECVID '05, Gaithersburg, MD.
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Rautiainen, M., Ojala, T., and Seppänen, T. Analysing the performance of visual, concept and text features in content-based video retrieval. 6th ACM SIGMM International Workshop on Multimedia Information Retrieval MIR'04, New York, NY, 2004, 197--205.
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Cited By

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  • (2012)Efficient targeted search using a focus and context video browserACM Transactions on Multimedia Computing, Communications, and Applications10.1145/2379790.23797938:4(1-19)Online publication date: 30-Nov-2012
  • (2009)Episode-constrained cross-validation in video concept retrievalIEEE Transactions on Multimedia10.1109/TMM.2009.201761911:4(780-786)Online publication date: 1-Jun-2009

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  1. On the significance of cluster-temporal browsing for generic video retrieval: a statistical analysis

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        cover image ACM Conferences
        MM '06: Proceedings of the 14th ACM international conference on Multimedia
        October 2006
        1072 pages
        ISBN:1595934472
        DOI:10.1145/1180639
        Permission to make digital or hard copies of all or part 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 components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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        Publication History

        Published: 23 October 2006

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        Author Tags

        1. Wilcoxon's signed-rank test
        2. cluster-temporal browsing
        3. content-based video retrieval
        4. non-parametric test

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        MM06
        MM06: The 14th ACM International Conference on Multimedia 2006
        October 23 - 27, 2006
        CA, Santa Barbara, USA

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        View all
        • (2012)Efficient targeted search using a focus and context video browserACM Transactions on Multimedia Computing, Communications, and Applications10.1145/2379790.23797938:4(1-19)Online publication date: 30-Nov-2012
        • (2009)Episode-constrained cross-validation in video concept retrievalIEEE Transactions on Multimedia10.1109/TMM.2009.201761911:4(780-786)Online publication date: 1-Jun-2009

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