Abstract
In this paper, we describe a multi-modal approach to segmenting news video based on the perceived shift in content. We divide up a video document into logically coherent semantic units known as stories. We investigate the effectiveness of a number of multimedia features which serve as potential indicators of a story boundary. The results show an improvement of performance over current state of the art story segmenters.
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Amir, D., Argillander Berg, J. M., Chang, S-F.: IBM Research TRECVID-2004 Video Retrieval System, Proc. TRECVID (2004)
Beeferman, D., Berger, A. J. Lafferty: Statistical models for text segmentation Machine Learning 34 (1–3), 177–210 (1999)
Blei, D. M., Ng, A. Y., Jordan M. I.: Latent Dirichlet Allocation. Journal of Machine Learning Research, 993–1022 (2003)
Choi, F.: Advances in domain independent linear text segmentation. Proc NAACL (2000)
Dekens, T., Demol, Verhelst, M., Beaugendre W. F.: Voice Activity Detection based on Inverse Normalized Noise Likelihood Estimation. CIE 2007, Santa Clara, Cuba, June 18–22 (2007)
Finkel, J., Grenager, T., Manning, C.: Incorporating Non-local Information into Information Extraction Systems by Gibbs Sampling. ACL (2005)
Galley, M., McKeown, K, Fosler-Lussier, Jing, E. H.: Discourse Segmentation of Multiparty Conversation. Proc. ACL. Sapporo, Japan, pp 562–569 (2003)
Hearst, M. A.: TextTiling: Segmenting Text into Multi-paragraph Subtopic Passages. Computational Linguistics, 23(1), 33–64 (1997)
Kan, M-Y., Klavans, J. L., McKeown. K. R.: Linear Segmentation and Segment Significance.” Proc. 6th Workshop on Very Large Corporation (1998)
Osian, M., Van Gool, L.: Video shot characterization. Machine Vision and Applications, 15(3), 172–177 (2004)
Passonneau, R. J., Litman D. J.: Intention-Based Segmentation: Human Reliability and Correlation with Linguistic Cues. Proc. ACL, pp. 148–155 (1993)
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© 2009 Indian Institute of Information Technology, India
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Poulisse, GJ., Moens, MF. (2009). Multimodal News Story Segmentation. In: Tiwary, U.S., Siddiqui, T.J., Radhakrishna, M., Tiwari, M.D. (eds) Proceedings of the First International Conference on Intelligent Human Computer Interaction. Springer, New Delhi. https://doi.org/10.1007/978-81-8489-203-1_7
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DOI: https://doi.org/10.1007/978-81-8489-203-1_7
Publisher Name: Springer, New Delhi
Print ISBN: 978-81-8489-404-2
Online ISBN: 978-81-8489-203-1
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