Small-vocabulary speech recognition using a silent speech interface based on magnetic sensing

被引:43
|
作者
Hofe, Robin [1 ]
Ell, Stephen R. [2 ]
Fagan, Michael J. [3 ]
Gilbert, James M. [3 ]
Green, Phil D. [1 ]
Moore, Roger K. [1 ]
Rybchenko, Sergey I. [3 ]
机构
[1] Univ Sheffield, Dept Comp Sci, Sheffield S1 4DP, S Yorkshire, England
[2] Hull & E Yorkshire Hosp Trust, Castle Hill Hosp, Cottingham HU16 5JQ, England
[3] Univ Hull, Dept Engn, Kingston Upon Hull HU6 7RX, Yorks, England
基金
美国国家卫生研究院;
关键词
Silent speech interfaces; Clinical speech technology; Articulography; Multi-modal speech recognition; Speech articulation;
D O I
10.1016/j.specom.2012.02.001
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This paper reports on word recognition experiments using a silent speech interface based on magnetic sensing of articulator movements. A magnetic field was generated by permanent magnet pellets fixed to relevant speech articulators. Magnetic field sensors mounted on a wearable frame measured the fluctuations of the magnetic field during speech articulation. These sensor data were used in place of conventional acoustic features for the training of hidden Markov models. Both small vocabulary isolated word recognition and connected digit recognition experiments are presented. Their results demonstrate the ability of the system to capture phonetic detail at a level that is surprising for a device without any direct access to voicing information. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:22 / 32
页数:11
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