File(s) under permanent embargo
Classifying and learning cricket shots using camera motion
conference contribution
posted on 1999-01-01, 00:00 authored by M Lazarescu, Svetha VenkateshSvetha Venkatesh, G WestThis paper presents a method to classify and learn cricket shots. The procedure begins by extracting the camera motion parameters from the shots. Then the camera parameter values are converted to symbolic form and combined to generate a symbolic description that defines the trajectory of the cricket bell. The description generated is used to classify the cricket shot and to dynamically expand or update the system's knowledge of shots. The first novel aspect of this approach is that by using the camera motion parameters, a complex and difficult process of low level image segmenting of either the batsman or the cricket ball from video images is avoided. Also the method does not require high resolution images. Another novel aspect of this work is the use of a new incremental learning algorithm that enables the system to improve and update its knowledge base. Unlike previously developed algorithms which store training instances and have simple method to prime their concept hierarchies, the incremental learning algorithm used in this work generates compact concept hierarchies and uses evidence based forgetting. The results show that the system performs well in the task of classifying four types of cricket shots.
History
Event
Australian Joint Conference on Artificial Intelligence (12th : 1999 : Sydney, N. S. W.)Pagination
13 - 23Publisher
SpringerLocation
Sydney, N. S. W.Place of publication
New York, N. Y.Publisher DOI
Start date
1999-12-06End date
1999-12-10ISBN-10
3540668225Language
engPublication classification
E1.1 Full written paper - refereedCopyright notice
1999, Springer-Verlag Berlin HeidelbergEditor/Contributor(s)
N FooTitle of proceedings
Advanced topics in artificial intelligence : 12th Australian Joint Conference on Artificial Intelligence, AI'99, Sydney, Australia, December 6-10, 1999 : proceedingsUsage metrics
Categories
No categories selectedKeywords
Licence
Exports
RefWorks
BibTeX
Ref. manager
Endnote
DataCite
NLM
DC