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HMM-based Motion Recognition with 3-D Acceleration Signal  

Kim, Sang-Ki (포항공과대학교 컴퓨터공학과)
Park, Gun-Hyuk (포항공과대학교 컴퓨터공학과)
Jeon, Seok-Hee (포항공과대학교 컴퓨터공학과)
Yim, Sung-Hoon (포항공과대학교 컴퓨터공학과)
Han, Gab-Jong (포항공과대학교 컴퓨터공학과)
Choi, Seung-Moon (포항공과대학교 컴퓨터공학과)
Choi, Seung-Jin (포항공과대학교 컴퓨터공학과)
Publication Information
Journal of KIISE:Computing Practices and Letters / v.15, no.3, 2009 , pp. 216-220 More about this Journal
Abstract
In this paper we propose a motion recognition method for handheld controller 3-D acceleration signals, generated by 3 axis accelerometer in the controller, are transmitted to the computer by Bluetooth communication. We extract motion segments from continuous acceleration signals and apply to each motion model, which is trained in training phase. Hidden Markov Model was used to model each motion. We applied proposed method to three motion sets, the recognition result was good enough to practical use.
Keywords
Motion Recognition; Accelerometer; Hidden Markov Model; Controller;
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  • Reference
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