A Mobile Phone Gesture Recognition Approach Using Accelerometer Based on Dimension-Reduced HMM

摘要：

An approach based on dimension-reduced HMM model is proposed in this paper to recognize the gesture commands in mobile games using accelerometer.In this approach,gesture recognition process consists of three phases: dimension reduction,HMM modeling,and gesture recognition.The performance of the proposed approach is evaluated using a dataset of eight types of gestures,and for each gesture 120 samples are collected from mobile accelerometer.The results demonstrate that the proposed method is effective to recognize different gestures by reaching an average accuracy of 96.25％.

关键词： HMM gesture recognition mobile accelerometer man-machine interaction dimension reduction feature Forward algorithm

作者: Wei Song Wenwen Han Jian Ma Wendong Wang Kongqiao Wang

作者单位: State Key Laboratory of Networking and Switching Technology Beijing University of Posts and Telecomm Nokia Research Center,Beijing laboratory Beijing,China

会议类型: 国际会议

会议名称: 2011 3rd International Conference on Computer and Network Technology(ICCNT 2011)(2011第三届IEEE计算机与网络技术国际会议)

会议地点: 太原

会议语种:英文

页码: 74-78

在线出版日期: 2011-02-26（万方平台首次上网日期，不代表论文的发表时间）