Deep feature for text-dependent speaker verification

  title={Deep feature for text-dependent speaker verification},
  author={Yuan Liu and Yanmin Qian and Nanxin Chen and Tianfan Fu and Ya Zhang and Kai Yu},
  journal={Speech Communication},
Recently deep learning has been successfully used in speech recognition, however it has not been carefully explored and widely accepted for speaker verification. To incorporate deep learning into speaker verification, this paper proposes novel approaches of extracting and using features from deep learning models for text-dependent speaker verification. In contrast to the traditional short-term spectral feature, such as MFCC or PLP, in this paper, outputs from hidden layer of various deep models… CONTINUE READING
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