Abstract
Smart TV media content can be embedded with available information from the Internet and shared via the Social Web. An increasing number of social videos are now available as well as traditional digital videos such as TV programs and video on demand (VOD). However, it is difficult to find relevant content due to a lack of semantic content. Therefore, there is a great need for multimedia content analysis techniques. In this work, we propose a framework of collaborative semantic video annotation using consensus-based social network. The collaborative video annotation process is organized via social networking. The media content is shared with friends of friend who collaboratively annotate it. We use ontologies to semantically describe the media content and share the media content amongst the users. A consensus choice is applied to conciliate conflicts on annotation information among the participants. According to our experiments, a consensus method is an effective approach that can be used to solve conflicts in a collaborative annotation.
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Duong, T.H., Jo, G.S., Jung, J.J., Nguyen, N.T.: Complexity Analysis of Ontology Integration Methodologies: A Comparative Study. Journal of Universal Computer Science 15(4), 877–897 (2009)
Duong, T.H., Jo, G.S.: Collaborative Ontology Building by Reaching Consensus among Participants. Information-An International Interdisciplinary Journal 13(5), 1557–1569 (2010)
Duong, T.H., Nguyen, N.T., Jo, G.S.: A Hybrid Method for Integrating Multiple Ontologies. Cybernetics and Systems 40(2), 123–145 (2009)
Duong, T.H., Nguyen, N.T., Jo, G.S.: Constructing and Mining: A Semantic-Based Academic Social Network. Journal of Intelligent and Fuzzy Systems 21(3), 197–207 (2010)
Kim, M.K., Park, J.H.:Demand forecasting and strategies for the successfully development of the smart TV in Korea? In: Proceeding of International Conference on Advanced Communication Technology, pp. 1475–1478 (2011)
Lo, T.: Overview of smart TV market platforms, business models and solutions, DIGITIMES Research, Taipei (Monday June 20, 2011)
Naphade, M., Smith, J.R., Tesic, J., Chang, S.F., Hsu, W., Kennedy, L., Hauptmann, A., Curtis, J.: Large-scale concept ontology for multimedia. IEEE Multimedia 13(3), 86–91 (2006)
Sikora, T.: The MPEG-7 Visual standard for content description - an overview. IEEE Trans. on Circuits and Systems for Video Technology, special issue on MPEG-7 11(6), 696–702 (2001)
Pham, H.: Loglog fault-detection rate and testing coverage software reliability models subject to random environments. Vietnam Journal of Computer Science 1(1), 39–45 (2014)
ISO/IEC 15938-5 FDIS Information Technology: MPEG-7 Multimedia Content Description Interface - Part 5: Multimedia Description Schemes (2001)
Jeong, J.W., Hong, H.K., Lee, D.H.: Ontology-based Automatic Video Annotation Technique in Smart TV Environment. IEEE Transactions on Consumer Electronics 57(4), 1830–1836 (2011)
Francois, A.R.J., Nevatia, R., Hobbs, J., Bolles, R.C., Smith, J.R.: VERL: an ontology framework for representing and annotating video events. IEEE Multimedia 12(4), 76–86 (2005)
Auer, S., Bizer, C., Kobilarov, G., Lehmann, J., Cyganiak, R., Ives, Z.G.: DBpedia: A nucleus for a Web of open data. In: Aberer, K., et al. (eds.) ISWC/ASWC 2007. LNCS, vol. 4825, pp. 722–735. Springer, Heidelberg (2007)
Bizer, C., Heath, T., Kingsley, I., Berners-Lee, T.: Linked data on the Web. In: Proc. WWW 2008 Workshop: LDOW (2008)
Hearst, M., English, J., Sinha, R., Swearingen, K., Yee, P.: Finding the Flow in Web Site Search. Communications of the ACM 45(9), 42–49 (2002)
Kemeny, J.G.: Mathematics without Numbers. Daedalus 88(4), 577–591 (1959)
Nguyen, N.T.: Using Distance Functions to Solve Representation Choice Problems. Fundamenta Informaticae 48(4), 295–314 (2001)
Nguyen, N.T.: Consensus system for solving conflicts in distributed systems. Journal of Information Sciences 147(4), 91–122 (2002)
Nguyen, N.T.: Advanced Methods for Inconsistent Knowledge Management. Springer, London (2008)
Palau, J., Montaner, M., López, B., de la Rosa, J.L.: Collaboration analysis in recommender systems using social networks. In: Klusch, M., Ossowski, S., Kashyap, V., Unland, R. (eds.) CIA 2004. LNCS (LNAI), vol. 3191, pp. 137–151. Springer, Heidelberg (2004)
Park, K.W., Lee, J.H., Moon, Y.S., Park, S.H., Lee, D.H.: OLYVIA: Ontology-based Automatic Video Annotation and Summarization System Using Semantic Inference Rules. In: Proceedings of the Third International Conference on Semantics, Knowledge and Grid (SKG 2007), pp. 170–175. IEEE Computer Society (2007)
Renzel, D., Cao, Y., Lottko, M., Klamma, R.: Collaborative Video Annotation for Multimedia Sharing between Experts and Amateurs. In: Proceedings of the 11th International Workshop of the Multimedia Metadata Community, Barcelona, Spain, pp. 7–14 (2010)
Wei, S., Zhao, Y., Zhu, Z., Liu, N.: Multimodal fusion for video search reranking. IEEE Transactions on Knowledge and Data Engineering 22(8), 1191–1199 (2010)
Hakeem, A., Lee, M.W., Javed, O., Haering, N.: Semantic video search using natural language queries. In: MM 2009: Proceedings of the Seventeen ACM International Conference on Multimedia, pp. 605–608. ACM, New York (2009)
Sebastine, S.C., Thuraisingham, B.M., Prabhakaran, B.: Semantic web for content based video retrieval. In: Proceedings of the 3rd IEEE International Conference on Semantic Computing (ICSC 2009), pp. 103–108. IEEE Computer Society, Berkeley (2009)
Le, N.T., Nguyen, N.P., Seta, K., Pinkwart, N.: Automatic question generation for supporting argumentation. Vietnam Journal of Computer Science 1(1) (2014)
Kraaij, W., Over, P.: TRECVID-2005 high-level feature task: Overview. In: Proc. TRECVID, Gaithersburg, MD (2005)
Naphade, M.R., Smith, J.R.: On the detection of semantic concepts at TRECVID. In: Proc. ACM Multimedia, New York, pp. 660–667 (2004)
Snoek, C.G., Worring, M., Smeulders, A.W.: Early versus late fusion in semantic video analysis. In: Proc. ACM Multimedia, Singapore, pp. 399–402 (2005)
Volkmer, T., Smith, J.R., Natsev, A.: A web-based system for collaborative annotation of large image and video collections: an evaluation and user study. In: Proceedings of the 13th ACM International Conference on Multimedia, Singapore, pp. 892–901 (2005)
Yamamoto, D., Masuda, T., Ohira, S., Nagao, K.: Collaborative Video Scene Annotation Based on Tag Cloud. In: Huang, Y.-M.R., Xu, C., Cheng, K.-S., Yang, J.-F.K., Swamy, M.N.S., Li, S., Ding, J.-W. (eds.) PCM 2008. LNCS, vol. 5353, pp. 397–406. Springer, Heidelberg (2008)
Yamamoto, D., Masuda, T., Ohira, S., Nagao, K.: Video Scene Annotation Based on Web Social Activities. IEEE MultiMedia 15(3), 22–32 (2008)
Dengler, F., Lamparter, S., Hefke, M., Abecker, A.: Collaborative Process Development using Semantic MediaWiki. In: Proceedings of the 5th Conference of Professional Knowledge Management, Solothurn, Switzerland, pp. 97–107 (2009)
Gruber, T.R.: Toward principles for the design of ontologies used for knowledge sharing. International Journal of Human Computer Studies 43(5), 907–928 (1995)
Barnes, J.: Social Networks. Addison-Wesley, Reading (1972)
Scott, J.: Social network analysis. Sage, London (1991)
Wasserman, S., Galaskiewicz, J.: Advances in Social Network Analysis. Sage Publications (October 1994)
Gallagher, M., Hares, T., Spencer, J., Bradshaw, C., Webb, I.: The nominal group technique: a research tool for general practice? Family Practice 10(1), 76–81 (1993)
Pill, J.: The Delphi method: substance, context, a critique and an annotated bibliography. Socioecon. Plann. Sci. 5, 57–71 (1971)
Borgatti, S.P., Everett, M.G., Freeman, L.C.: Ucinet for windows: Software for social network analysis. Analytic Technologies, Harvard (2002)
Shin, C., Woo, W.: Socially aware tv program recommender for multiple viewers. IEEE Trans. Consumer Electron. 55(2), 927–932 (2009)
Matsubara, F.M., Kawamori, M.: Lightweight interactive multimedia environment for TV. IEEE Trans. Consumer Electron. 57(1), 283–287 (2011)
Lee, M.H.: The design of a heuristic algorithm for IPTV web page navigation by using remote controller. IEEE Trans. Consumer Electron. 56(3), 1775–1781 (2010)
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Duong, T.H., Dao, T.H.C., Jung, J.J., Nguyen, N.T. (2014). Solving Conflicts in Video Semantic Annotation Using Consensus-Based Social Networking in a Smart TV Environment. In: van Do, T., Thi, H., Nguyen, N. (eds) Advanced Computational Methods for Knowledge Engineering. Advances in Intelligent Systems and Computing, vol 282. Springer, Cham. https://doi.org/10.1007/978-3-319-06569-4_15
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DOI: https://doi.org/10.1007/978-3-319-06569-4_15
Publisher Name: Springer, Cham
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