Video Database Modeling and Temporal Pattern Retrieval using Hierarchical Markov Model Mediator

Na Zhao, Shu Ching Chen, Mei Ling Shyu

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Scopus citations

Abstract

The dream of pervasive multimedia retrieval and reuse will not be realized without incorporating semantics in the multimedia database. As video data is penetrating many information systems, the need for database support for video data evolves. Hence, we propose an innovative database modeling mechanism called Hierarchical Markov Model Mediator (HMMM) which integrates lowlevel features, semantic concepts, and high-level user perceptions for modeling and indexing multiple-level video objects to facilitate temporal pattern retrieval. Different from the existing database modeling methods, our approach carries a stochastic and dynamic process in both search and similarity calculation. In the retrieval of semantic event patterns, HMMM always tries to traverse the right path and therefore it can assist in retrieving more accurate patterns quickly with lower computational costs. Moreover, HMMM supports feedbacks and learning strategies, which can proficiently assure the continuous improvements of the overall performance.

Original languageEnglish (US)
Title of host publicationICDEW 2006 - Proceedings of the 22nd International Conference on Data Engineering Workshops
EditorsXiaofang Zhou, Roger S. Barga
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)0769525717, 9780769525716
DOIs
StatePublished - Jan 1 2006
Event22nd International Conference on Data Engineering Workshops, ICDEW 2006 - Atlanta, United States
Duration: Apr 3 2006Apr 7 2006

Publication series

NameICDEW 2006 - Proceedings of the 22nd International Conference on Data Engineering Workshops

Other

Other22nd International Conference on Data Engineering Workshops, ICDEW 2006
CountryUnited States
CityAtlanta
Period4/3/064/7/06

ASJC Scopus subject areas

  • Information Systems
  • Computer Networks and Communications
  • Information Systems and Management

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    Zhao, N., Chen, S. C., & Shyu, M. L. (2006). Video Database Modeling and Temporal Pattern Retrieval using Hierarchical Markov Model Mediator. In X. Zhou, & R. S. Barga (Eds.), ICDEW 2006 - Proceedings of the 22nd International Conference on Data Engineering Workshops [1623805] (ICDEW 2006 - Proceedings of the 22nd International Conference on Data Engineering Workshops). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICDEW.2006.162