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  • 标题:Remote Gesture Control Using HMM Classifier Based on Electric Potential Sensors
  • 本地全文:下载
  • 作者:Young Chul Kim ; Jin Soo Jang
  • 期刊名称:International Journal of Multimedia and Ubiquitous Engineering
  • 印刷版ISSN:1975-0080
  • 出版年度:2015
  • 卷号:10
  • 期号:2
  • 页码:413-420
  • DOI:10.14257/ijmue.2015.10.2.38
  • 出版社:SERSC
  • 摘要:In this paper, HMM based non-contact gesture recognition using EPS(Electric Potential Sensor) is implemented, First, EMI(Electro-Magnetic Interference) in ELF(Extremely Low Frequency) band from surrounding environments is minimized through EMI removing process as well as preprocessing. Hand gesture recognition algorithms applied for smart TV remote control are presented and evaluated. Our proposed cumulative electric potential based "left to right model" is implemented and its performance is compared to that of an ergodic model based directional vectors. Also, we implement the HMM by finding the optimal numbers of states and quantization, and then compare its performance with other typical algorithms.
  • 关键词:EPS; Gesture control; HMM; ELF; IR
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