Title :
Classifying Sports Gesture Using Event-Based Matching in a Multimedia E-learning System
Author :
Takano, Kosuke ; Li, Kin Fun
Author_Institution :
Dept. of Comput. & Inf. Sci., Kanagawa Inst. of Technol., Atsugi, Japan
Abstract :
Computer-based multimedia instructional systems are ideal for e-learning in many domains. For applications such as sport instruction, the central issue is to capture motions accurately and correctly for further processing. A Web-based tennis instruction system is under investigation and being designed and developed. To capture the motion of a tennis swing, the Nintendo Wii Remote is used as the input device. The current focus of the project is the various issues associated with motion-sensing input data: capturing, cleansing, classification and clustering of some basic tennis swings, and the subsequent swing matching and identification which can then be used to index into a multimedia database for instructional purpose. In this work, classification of a tennis swing using event-based matching is presented and illustrated with examples. Results from experiments with 50 people are analyzed. The accuracy and the suitability of the matching algorithms are evaluated and discussed.
Keywords :
Internet; computer aided instruction; database indexing; gesture recognition; multimedia computing; multimedia databases; sport; Nintendo Wii Remote; Web-based tennis instruction system; computer-based multimedia instructional system; event-based matching algorithm; motion-sensing input data; multimedia database indexing; multimedia e-learning system; sports gesture classification; subsequent swing identification; subsequent swing matching; tennis swing capturing; tennis swing classification; tennis swing cleansing; tennis swing clustering; Conferences; Web-based education; gaming; gesture capture; multimedia instructional systems; sports learning;
Conference_Titel :
Advanced Information Networking and Applications Workshops (WAINA), 2012 26th International Conference on
Conference_Location :
Fukuoka
Print_ISBN :
978-1-4673-0867-0
DOI :
10.1109/WAINA.2012.281