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The Real Problem of Bridging the Multimedia “Semantic Gap”

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WWW-2007 Panel Position: - Since video search is visual, the semantic spaces should be defined visually as well - Create large multimedia knowledge-base with exemplar content representing all semantic concepts relevant for search - Allow semantics space to evolve from end-user perspectives (across sports, entertainment, news) - Allow technology to focus on extracting the relevant semantics – truly providing the needed data-driven approach for bridging the multimedia semantic gap

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The Real Problem of Bridging the Multimedia “Semantic Gap” WWW 2007 John R. Smith Senior Manager, Intelligent Information Management IBM T. J. Watson Research Center Contact: jrsmith@watson.ibm.com
Multimedia and the Web ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Let’s address search
Multimedia Standards and the Web No shortage of standards, metadata schemas, languages Too little understood about user needs and meanings related to the content Digital Content Chaos Metadata Chaos Semantic Chaos Formats Meanings
Need for Machine Tagging … Professional Cataloging and Social Tagging Not Enough!! Manual Cataloging – By Professionals Social Tagging – By Users Automated Tagging – By Machine Popularity Digital item Personal content Web, Deep archives, raw footage High-value content, hit-TV shows, movies “ Long tail” “ Bridging Semantic Gap” ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Cons Pros ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Cons Pros ,[object Object],[object Object],[object Object],[object Object],[object Object],Cons Pros
The Challenge ,[object Object],[object Object],[object Object],[object Object]
Current State ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
So, What do we do? Leverage Digital Masses to Create the Key Missing Resource – Media Net ,[object Object],[object Object],[object Object],[object Object],… … … Sports Court Scene Players Game Scene Basketball News Crowd Scene

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