Concept modeling: From origins to multimedia

Authors:
Sanida Omerovic;Zoran Babovic;Zhilbert Tafa;Veljko Milutinovic;Sašo Tomazic
Affiliations:
University of Ljubljana, Ljubljana, Slovenia;University of Belgrade, Belgrade, Serbia;University of Podgorica and Telekom Montenegro, Podgorica, Montenegro;University of Belgrade, Belgrade, Serbia and Singidunum University, Belgrade, Serbia;University of Ljubljana, Ljubljana, Slovenia
Venue:
Multimedia Tools and Applications
Year:
2011

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Abstract

The origins of concept modeling are in the field of artificial intelligence. This is where the initial algorithms were introduced first. With the emerging developments in the field of multimedia systems, a strong need is generated to examine and implement concepts-based retrieval of multimedia-contents, from large data bases or from the Internet. The early works were based on appropriate modifications of classical approaches. The latest developments utilize the algorithms that make sense only in the case of multimedia systems. This paper presents a number of classical approaches to concept modeling and their applicability to multimedia. Then it discusses a number of approaches introduced specifically for multimedia. Finally it presents an approach which was fully implemented and tested in an academic environment for industry needs.