Voiceprint Identification for Limited Dataset Using the Deep Migration Hybrid Model Based on Transfer Learning

Voiceprint Identification for Limited Dataset Using the Deep Migration Hybrid Model Based on Transfer Learning

The convolutional neural network (CNN) has made great strides in the area of voiceprint recognition; but it needs a huge number of data samples to train a deep neural network. In practice, it is too difficult to get a large number of training samples, and it cannot achieve a better convergence state...

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Bibliographic Details
Main Authors: Cunwei Sun, Yuxin Yang, Chang Wen, Kai Xie, Fangqing Wen
Format: Article
Language:English
Published: MDPI AG 2018-07-01
Series:Sensors
Subjects:
voiceprint identification
small sample
convolutional neural network
transfer learning
restricted Boltzmann machine
fast batch normalization
data augmentation
Online Access:http://www.mdpi.com/1424-8220/18/7/2399

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http://www.mdpi.com/1424-8220/18/7/2399

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