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Learned feature representations and sub-phoneme posteriors from Deep Neural Networks (DNNs) have been used separately to produce significant performance gains for speaker and language recognition tasks.
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N. Dehak, P. Kenny, R. Dehak, P. Ouellet, and P. Dumouchel, · 2011
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N. Dehak, P. Torres-Carrasquillo, D. Reynolds, and R. Dehak, · 2011
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D. Garcia-Romero and C. Y. Espy-Wilson, · 2011
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“The mitll nist lre 2011 language recognition system,”
E. Singer, P. Torres-Carrasquillo, D. Reynolds, A. McCree, F. Richardson, N. Dehak, and D. Sturim, · 2011
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“Deep neural networks for acoustic modeling in speech recognition,”
Geoffrey Hinton, L. Deng, D. Yu, G. E. Dahl, A.-R. Mohamed, N. Jaitly, A. Senior, V. Vanhoucke, P. Nguyen, T. N. Sainath, and B. Kingsbury, · 2012
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“I-vector representation based on bottleneck features for language identification,”
Y. Song, B. Jiang, Y. Bao, S. Wei, and L.-R. Dai, · 2013
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“Improvement of distant-talking speaker identification using bottleneck features of dnn,”
T. Yamada, L. Wang, and A. Kai, · 2013
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L. Deng, G. Hinton, and B. Kingsbury, · 2013
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“Neural network bottleneck features for language identification,”
P. Matejka, L. Zhang, T. Ng, H. S. Mallidi, O. Glembek, J. Ma, and B. Zhang, · 2014
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“Application of convolutional neural networks to language identification in noisy conditions,”
Y. Lei, L. Ferrer, A. Lawson, M. McLaren, and N. Scheffer, · 2014
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“Deep neural networks for extracting baum-welch statistics for speaker recognition,”
P. Kenny, V. Gupta, T. Stafylakis, P. Ouellet, and J. Alam, · 2014
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“I-vector modeling with deep belief networks for multi-session speaker recognition,”
O. Ghahabi and J. Hernando, · 2014
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“Combination of cepstral and phonetically discriminative features for speaker verification,”
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Y. Zhang, E. Chuangsuwanich, and J. Glass, · 2014
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“Automatic language identification using deep neural networks,”
I. Lopez-Moreno, J. Gonzalez-Dominguez, O. Plchot, D. Martinez, J. Gonzalez-Rodriguez, and P. Moreno, · 2014
Cited alongside, same era.
“A novel scheme for speaker recognition using a phonetically-aware deep neural network,”
Y. Lei, N. Scheffer, L. Ferrer, and M. McLaren, · 2014
Cited alongside, same era.
“Improving speaker recognition performance in the domain adaptation challenge using deep neural networks,”
D. Garcia-Romero, X. Zhang, A McCree, and D. Povey, · 2014
Later among the works it cites.
“Unsupervised clustering approaches for domain adaptation in speaker recognition systems,”
S. H. Shum, D. A. Reynolds, D. Garcia-Romero, and A. McCree, · 2014
Later among the works it cites.