2016 Fiscal Year Final Research Report
Research on Inaudible Speech Recognition based on the Center-of-Balance Transition Method on Wavelet Coefficients of Surface EMG Signals
Project/Area Number |
25330198
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Research Category |
Grant-in-Aid for Scientific Research (C)
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Allocation Type | Multi-year Fund |
Section | 一般 |
Research Field |
Perceptual information processing
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Research Institution | Kyushu Institute of Technology |
Principal Investigator |
NAGAI Hidetoshi 九州工業大学, 大学院情報工学研究院, 助教 (60237485)
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Project Period (FY) |
2013-04-01 – 2017-03-31
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Keywords | 黙声認識 / 無発声音声認識 / サイレント音声認識 / 表面筋電 / ウェーブレット解析 / ウェーブレット重心 / 重心推移法 |
Outline of Final Research Achievements |
The purpose of this research is to recognize natural inaudible speech based on surface EMG signals around lips. During this research period, I studied the recognition method using the center-of-balance transition method on wavelet coefficients of surface EMGs. A person performs a natural continuous utterance with gentle change of lip shape. Therefore, in order to obtain a good recognition result, it is necessary to identify the proper positions to extract the features for recognition. As such positions, I propose methods to detect the change point of phonemes and the peak point of lip shape change based on center-of-balance transition. However, the first place accuracy rate of the recognition result of continuous vowels is about 60 %. It shows that further improvement is necessary.
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Free Research Field |
生体信号処理
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