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Application of computational media aesthetics methodology to extracting color semantics in film

Published: 01 December 2002 Publication History

Abstract

Using film grammar as the underpinning, we study the extraction of structures in video based on color using a wide configuration of clustering methods combined with existing and new similarity measures. We study the visualisation of these structures, which we call Scene-Cluster Temporal Charts and show how it can bring out the interweaving of different themes and settings in a film. We also extract color events that filmmakers use to draw/force a viewer's attention to a shot/scene. This is done by first extracting a set of colors used rarely in film, and then building a probabilistic model for color event detection. We demonstrate with experimental results from ten movies that our algorithms are effective in the extraction of both scene-cluster temporal charts and color events.

References

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C. Dorai and S. Venkatesh. Computational Media Aesthetics: Finding meaning beautiful. IEEE Multimedia, 8(4):10--12, October-December 2001.
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B. S. Everitt. Cluster Analysis. Edward Arnold, 3rd edition, 1993.
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W. Johnson. Coming to term with color. Film Quaterly, 20(1):2--22, 1996.
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M. R. Napahde and T. S. Huang. A probablistics framework for semantic video indexing, filtering and retrieval. IEEE Transactions on Multimedia, 3(1):141--151, March 2001.
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S. Neale. Cinema and Technology: Image, Sound and Color. MacMillan Education Ltd, 1985.
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B. T. Truong, C. Dorai, and S. Venkatesh. Automatic scene extraction in motion pictures. Technical Report 1/2001, School of Computing, Curtin University of Technology, Perth, Western Australia, 2001.
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H. Zettl. Sight Sound Motion: Applied Media Aesthetics. Wadsworth Publishing, 3rd edition, 1999.

Cited By

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  • (2012)Classification, Segmentation and Chronological Prediction of Cinematic SoundProceedings of the 2012 11th International Conference on Machine Learning and Applications - Volume 0210.1109/ICMLA.2012.172(369-374)Online publication date: 12-Dec-2012
  • (2010)Toward an automatically generated soundtrack from low-level cross-modal correlations for automotive scenariosProceedings of the 18th ACM international conference on Multimedia10.1145/1873951.1874024(551-560)Online publication date: 25-Oct-2010
  • (2009)Multimedia content personalization based on peer-level annotationProceedings of the 7th European Conference on Interactive TV and Video10.1145/1542084.1542096(57-66)Online publication date: 3-Jun-2009
  • Show More Cited By

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    cover image ACM Conferences
    MULTIMEDIA '02: Proceedings of the tenth ACM international conference on Multimedia
    December 2002
    683 pages
    ISBN:158113620X
    DOI:10.1145/641007
    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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    New York, NY, United States

    Publication History

    Published: 01 December 2002

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    MM02: ACM Multimedia 2002
    December 1 - 6, 2002
    Juan-les-Pins, France

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    MULTIMEDIA '02 Paper Acceptance Rate 46 of 330 submissions, 14%;
    Overall Acceptance Rate 2,145 of 8,556 submissions, 25%

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    Cited By

    View all
    • (2012)Classification, Segmentation and Chronological Prediction of Cinematic SoundProceedings of the 2012 11th International Conference on Machine Learning and Applications - Volume 0210.1109/ICMLA.2012.172(369-374)Online publication date: 12-Dec-2012
    • (2010)Toward an automatically generated soundtrack from low-level cross-modal correlations for automotive scenariosProceedings of the 18th ACM international conference on Multimedia10.1145/1873951.1874024(551-560)Online publication date: 25-Oct-2010
    • (2009)Multimedia content personalization based on peer-level annotationProceedings of the 7th European Conference on Interactive TV and Video10.1145/1542084.1542096(57-66)Online publication date: 3-Jun-2009
    • (2008)“You Tube and I Find”—Personalizing Multimedia Content AccessProceedings of the IEEE10.1109/JPROC.2008.91637896:4(697-711)Online publication date: Apr-2008
    • (2007)Linking identities and viewpoints in home movies based on robust feature matchingProceedings of the 13th international conference on Multimedia Modeling - Volume Part I10.1007/978-3-540-69423-6_62(636-648)Online publication date: 9-Jan-2007
    • (2006)Modeling Intent for Home Video RepurposingIEEE MultiMedia10.1109/MMUL.2006.1213:1(46-55)Online publication date: 1-Jan-2006
    • (2005)Extraction of Film Takes for Cinematic AnalysisMultimedia Tools and Applications10.1007/s11042-005-0892-z26:3(277-298)Online publication date: 1-Aug-2005
    • (2004)Discovering semantics from visualizations of film takes10th International Multimedia Modelling Conference, 2004. Proceedings.10.1109/MULMM.2004.1264974(109-116)Online publication date: 2004
    • (2004)Color-mood analysis of films based on syntactic and psychological models2004 IEEE International Conference on Multimedia and Expo (ICME) (IEEE Cat. No.04TH8763)10.1109/ICME.2004.1394329(831-834)Online publication date: 2004
    • (2003)Music information retrieval by detecting mood via computational media aestheticsProceedings IEEE/WIC International Conference on Web Intelligence (WI 2003)10.1109/WI.2003.1241199(235-241)Online publication date: 2003
    • Show More Cited By

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