Multimodal reranking of content-based recommendations for hyperlinking video snippets

ICMR 2014 - Proceedings of the ACM International Conference on Multimedia Retrieval 2014

Volumn , Issue , 2014, Pages 225-232

  Bhatt, Chidansh ^a   Pappas, Nikolaos ^a   Habibi, Maryam ^a   Popescu Belis, Andrei ^a  

^a IDIAP RESEARCH INSTITUTE   (Switzerland)

Author keywords

Topic segmentation; Video hyperlinking; Video search

Indexed keywords

RAPID THERMAL ANNEALING; TELEVISION BROADCASTING;

AUTOMATIC SPEECH RECOGNITION; BETTER PERFORMANCE; CONTENT-BASED RECOMMENDATION; HYPERLINKING; RE-RANKING TECHNIQUES; TOPIC SEGMENTATIONS; VIDEO SEARCH; VISUAL INFORMATION;

METADATA;

EID: 84899731686     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2578726.2578752     Document Type: Conference Paper

References (31)

1. R. Aly, M. Eskevich, R. Ordelman, and G. J. F. Jones. Adapting binary information retrieval evaluation metrics for segment-based retrieval tasks. Technical report, ArXiv e-prints, 2013.
2. R. Aly, R. Ordelman, M. Eskevich, G. J. F. Jones, and S. Chen. Linking inside a video collection - what and how to measure? In Proceedings of the 22nd International Conference on World Wide Web Companion, pages 457-460, 2013.
3. C. Bhatt, N. Pappas, M. Habibi, and A. Popescu-Belis. Idiap at MediaEval 2013: Search and hyperlinking task. In M. A. Larson, X. Anguera, T. Reuter, G. J. F. Jones, B. Ionescu, M. Schedl, T. Piatrik, C. Hauff, and M. Soleymani, editors, MediaEval, volume 1043 of CEUR Workshop Proceedings. CEUR-WS.org, 2013.
4. C. Bhatt, A. Popescu-Belis, M. Habibi, S. Ingram, F. McInnes, S. Masneri, N. Pappas, and O. Schreer. Multi-factor segmentation for topic visualization and recommendation: the MUST-VIS system. In Proceedings of ACM Multimedia 2013, Grand Challenge Solutions, pages 37-42, Barcelona, 2013.
5. S. Bird. NLTK: the Natural Language Toolkit. In COLING/ACL Interactive Presentations, Sydney, 2006.
6. K. Chatfield, V. Lempitsky, A. Vedaldi, and A. Zisserman. The devil is in the details: an evaluation of recent feature encoding methods. In British Machine Vision Conference, pages 76.1-76.12, 2011.
7. M. Del Fabro and L. Böszörmenyi. State-of-the-art and future challenges in video scene detection: a survey. Multimedia Systems, pages 1-28, 2013.
8. M. Eskevich, R. Aly, R. Ordelman, S. Chen, and G. J. F. Jones. The Search and Hyperlinking task at MediaEval 2013. In MediaEval 2013, Barcelona, 2013.
9. M. Eskevich, G. J. F. Jones, R. Aly, R. J. Ordelman, S. Chen, D. Nadeem, C. Guinaudeau, G. Gravier, P. Sébillot, T. de Nies, P. Debevere, R. Van de Walle, P. Galuscakova, P. Pecina, and M. Larson. Multimedia information seeking through search and hyperlinking. In Proceedings of the 3rd ACM International Conference on Multimedia Retrieval, pages 287-294, 2013.
10. M. Eskevich, W. Magdy, and G. J. F. Jones. New metrics for meaningful evaluation of informally structured speech retrieval. In Advances in Information Retrieval, volume 7224 of Lecture Notes in Computer Science, pages 170-181. Springer Berlin Heidelberg, 2012.
11. J.-L. Gauvain, L. Lamel, and G. Adda. The LIMSI Broadcast News Transcription System. Speech Communication, 37(1-2):89-108, 2002.
12. A. G. Hauptmann, M. G. Christel, and R. Yan. Video retrieval based on semantic concepts. Proceedings of the IEEE, 96(4):602-622, 2008.
13. M. A. Hearst. TextTiling: Segmenting text into multi-paragraph subtopic passages. Computational Linguistics, 23(1):33-64, 1997.
14. M. Henziker, B.-W. Chang, B. Milch, and S. Brin. Query-free news search. World Wide Web: Internet and Web Information Systems, 8:101-126, 2005.
15. M. Larson, R. Ordelman, F. Metze, W. Kraaij, and F. de Jong. Proceedings of the 2010 International Workshop on Searching Spontaneous Conversational Speech (SSCS) at ACM Multimedia. ACM, Florence, 2010.
16. M. Lew, N. Sebe, C. Djeraba, and R. Jain. Content-based multimedia information retrieval: State of the art and challenges. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP), 2(1):1-19, 2006.
17. P. Lops, M. de Gemmis, and G. Semeraro. Content-based recommender systems: State of the art and trends. In F. Ricci, L. Rokach, B. Shapira, and P. B. Kantor, editors, Recommender Systems Handbook, pages 73-105. Springer-Verlag, 2011.
18. A. Massoudi, F. Lefebvre, C.-H. Demarty, L. Oisel, and B. Chupeau. A video fingerprint based on visual digest and local fingerprints. In ICIP, Atlanta, GA, 2006.
19. T. Mei, X.-s. Hua, W. Lai, L. Yang, Z.-j. Zha, Y. Liu, Z. Gu, G.-j. Qi, M. Wang, J. Tang, X. Yuan, Z. Lu, and J. Liu. Msra-ustc-sjtu at TRECVid 2007: High-level feature extraction and search. In TREC Video Retrieval Evaluation Online Proceedings, 2007.
20. P. Over, G. Awad, J. Fiscus, G. Sanders, B. Shaw, M. Michel, A. F. Smeaton, W. Kraaij, and G. Quénot. TRECVid 2012 - An Overview of the Goals, Tasks, Data, Evaluation Mechanisms and Metrics. In Proceedings of TRECVid 2012. NIST, USA, nov 2012.
21. N. Pappas and A. Popescu-Belis. Combining content with user preferences for TED lecture recommendation. In 11th Int. Workshop on Content Based Multimedia Indexing (CBMI), Veszprém, 2013.
22. P. Pecina, P. Hoffmannova, G. J. Jones, Y. Zhang, and D. W. Oard. Overview of the CLEF-2007 cross-language speech retrieval track. In Advances in Multilingual and Multimodal Information Retrieval, volume 5152 of Lecture Notes in Computer Science, pages 674-686. Springer Berlin Heidelberg, 2008.
23. J. Preston, J. Hare, S. Samangooei, J. Davies, N. Jain, D. Dupplaw, and P. H. Lewis. A unified, modular and multimodal approach to search and hyperlinking video. In MediaEval 2013 / Search and Hyperlinking of Television Content, October 2013.
24. M. Riedl and C. Biemann. TopicTiling: a text segmentation algorithm based on LDA. In Proceedings of the ACL 2012 Student Research Workshop, pages 37-42. Association for Computational Linguistics, 2012.
25. S. E. Robertson. The probability ranking principle in IR. In K. Sparck Jones and P. Willett, editors, Readings in information retrieval, pages 281-286. Morgan Kaufmann Publishers Inc., 1997.
26. G. Salton and C. Buckley. Term-weighting approaches in automatic text retrieval. Information Processing and Management Journal, 24(5):513-523, 1988.
27. H. Schwenk, P. Lambert, L. Barrault, C. Servan, H. Afli, S. Abdul-Rauf, and K. Shah. LIUM's SMT machine translation systems for WMT 2011. In 6th Workshop on Statistical Machine Translation, pages 464-469, Edinburgh, 2011.
28. C. G. M. Snoek and M. Worring. Concept-based video retrieval. Foundations and Trends in Information Retrieval, 4(2):215-322, 2009.
29. S. L. Tao Mei, Yong Rui and Q. Tian. Multimedia search reranking: A literature survey. In ACM Computing Surveys, 2014.
30. S. Vargas, P. Castells, and D. Vallet. Explicit relevance models in intent-oriented information retrieval diversification. In Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval, pages 75-84. ACM, 2012.
31. J. Wang and J. Zhu. Portfolio theory of information retrieval. In Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval, pages 115-122. ACM, 2009.