GMM-HMM语音识别模型


GMM-HMM语音识别模型_第1张图片

  • GMM-HMM语音识别模型 原理篇
    http://blog.csdn.net/abcjennifer/article/details/27346787
  • 声学模型
    https://zh.wikipedia.org/wiki/%E5%A3%B0%E5%AD%A6%E6%A8%A1%E5%9E%8B
  • Hidden Markov Models and Gaussian Mixture Models
    https://www.inf.ed.ac.uk/teaching/courses/asr/2012-13/asr03-hmmgmm-4up.pdf
  • GMM-HMM ACOUSTIC MODEL TRAINING BY A TWO LEVEL PROCEDURE WITH GAUSSIAN COMPONENTS DETERMINED BY AUTOMATIC MODEL SELECTION
    http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5495122
  • Gaussian Mixture Model and Hidden Markov Model
    http://speech.tifr.res.in/tutorialSlides/gmmHmmTutoChiefWiSSAP09.pdf
  • 语音识别系统原理介绍—从gmm-hmm到dnn-hmm
    http://blog.csdn.net/wbgxx333/article/details/18516053
  • http://www.cs.ubbcluj.ro/~csatol/mach_learn/bemutato/PuskasJanos_GMMforSpeech.pdf
  • http://www.cs.tut.fi/~puhtunn/lecture_model_search.pdf
  • 《IMPROVED HYBRID MODEL OF HMM/GMM FOR SPEECH RECOGNITION》
    http://foibg.com/ibs_isc/ibs-05/IBS-05-p11.pdf
  • 《Hidden Markov model/Gaussian mixture models(HMM/GMM) based voice command system: A way to improve the control of remotely operated robot arm》
    http://www.academicjournals.org/app/webroot/article/article1380631495_El-emary%20et%20al.pdf
  • 《Speaker Verification Using Adapted Gaussian Mixture Models》
    http://web.cs.swarthmore.edu/~turnbull/cs97/f09/paper/reynolds00.pdf
  • 语音识别的技术原理是什么
    http://www.zhihu.com/question/20398418
  • 输出值是从各个帧计算而得的声学特征,特征是多为向量,特征取值可以是离散或连读的。
  • 最下面的observation就是我们提取的特征。
    gmm-hmm就是把我们的特征用混合高斯模型区模拟,然后把均值和方差输入到hmm的模型里。
  • GMM-HMM语音识别模型_第2张图片
  • GMM-HMM语音识别简单理解 http://www.cnblogs.com/tornadomeet/p/3276753.html
  • BLSTM-DNN hybrid语音识别声学模型的第一个工业应用 http://yq.aliyun.com/articles/2308?&utm_campaign=sys&utm_medium=market&utm_source=edm_email&msctype=email&mscmsgid=109016010600555289&

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