Computer Science ›› 2013, Vol. 40 ›› Issue (10): 208-212.

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Landmark Guided Segmental Speech Decoding Algorithm for Continuous Mandarin Speech Recognition

CHAO Hao,YANG Zhan-lei and LIU Wen-ju   

  • Online:2018-11-16 Published:2018-11-16

Abstract: A framework was proposed which attempts to incorporate landmarks into segment based Mandarin speech recognition system.In the method,landmarks provide boundary information and phonetic class information,and the information is used to direct the decoding process.To prove the validity of this method,two kinds of landmarks which can be detected reliably were used to direct the decoding process of a segment model(SM)based Mandarin LVCSR system.Experiments conducted on “863-test” set show that decoding time can be saved about 12.92% without obviously decreasing the recognition accuracy.Thus,potential of the method is demonstrated.

Key words: Speech recognition,Stochastic segment modeling,Decoding,Landmark

[1] Kimball O,Ostendorf M,Bechwati I.Context Modeling with the Stochastic Segment model[J].IEEE Trans.on Signal Proces-sing,1992,0(6):1584-1587
[2] 唐赟,刘文举,徐波.基于后验概率解码段模型的汉语语音数字串识别[J].计算机学报,2006,29(4):635-642
[3] Chao Hao,Yang Zhan-lei,Liu Wen-ju.Improved Tone Modeling by Exploiting Articulatory Features for Mandarin Speech Reco-gnition[C]∥Proceedings of ICASSP.2012:4741-4744
[4] Tang Yun,Liu Wen-ju,Zhang Hua.One-pass coarse-to-fine segmental speech decoding algorithm[C]∥Proceedings of ICASSP.2006:441-444
[5] Zhang Hua,Liu Wen-ju,Xu Bo.Research on Adaptive Step Decoding in Segment-Based LVCSR[C]∥Proceedings of IEEE NLP-KE’07.2007:463-467
[6] 彭守业,刘文举,张华.基于相邻段的随机分段模型解码算法及其在LVCSR中的应用[C]∥2008年全国模式识别学术会议.2008:432-436
[7] 张晴晴,潘接林,颜永红.基于发音特征的汉语普通话语音声学建模[J].声学学报,2010,5(2):261-266
[8] Yang Zhan-lei,Liu Wen-ju.A Novel Path Extension Framework Using Steady Segment Detection for Mandarin Speech Recognition[C]∥Proceedings of InterSpeech.2010:226-229
[9] Liu S A.Landmark Detection for Distinctive Feature-basedSpeech Recognition[J].Journal of the Acoustical Society of America,1996,100(5):3417-3430
[10] Park C.Consonant Landmark Detection for Speech Recognition[D].Massachusetts,Cambriage:Massachusetts Institute of Technology,2008
[11] 唐赟.基于随机段模型的汉语语音识别算法研究[D].北京:中国科学院自动化研究,2006

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