venkatesh-ontheautomated-1999.pdf (503.31 kB)
On the automated interpretation and indexing of American football
conference contribution
posted on 1999-01-01, 00:00 authored by M Lazarescu, Svetha VenkateshSvetha Venkatesh, G West, Terry CaelliTerry CaelliThis work combines natural language understanding and image processing with incremental learning to develop a system that can automatically interpret and index American Football. We have developed a model for representing spatio-temporal characteristics of multiple objects in dynamic scenes in this domain. Our representation combines expert knowledge, domain knowledge, spatial knowledge and temporal knowledge. We also present an incremental learning algorithm to improve the knowledge base as well as to keep previously developed concepts consistent with new data. The advantages of the incremental learning algorithm are that is that it does not split concepts and it generates a compact conceptual hierarchy which does not store instances.
History
Event
International Conference on Multimedia Computing and Systems (6th : 1999 : Florence, Italy)Pagination
802 - 806Publisher
IEEELocation
Florence, ItalyPlace of publication
[Washington, D. C.]Publisher DOI
Start date
1999-06-07End date
1999-06-11ISBN-10
0769502539Language
engNotes
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E1.1 Full written paper - refereedCopyright notice
1999, IEEETitle of proceedings
ICMCS 1999 : Proceedings of the 6th International Conference on Multimedia Computing and SystemsUsage metrics
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artificial intelligenceimage processingimage recognitionindexinglayoutmachine learningmachine learning algorithmsnatural languagessoftware librariesvideo on demandScience & TechnologyTechnologyComputer Science, Artificial IntelligenceComputer Science, Information SystemsComputer Science, Software EngineeringComputer Science
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