Speaker recognition based on deep learning: An overview

Z Bai, XL Zhang - Neural Networks, 2021 - Elsevier
Speaker recognition is a task of identifying persons from their voices. Recently, deep
learning has dramatically revolutionized speaker recognition. However, there is lack of …

[PDF][PDF] Speaker verification using deep neural networks: A

A Irum, A Salman - International Journal of Machine Learning and …, 2019 - ijmlc.org
Speaker verification involves examining the speech signal to authenticate the claim of a
speaker as true or false. Deep neural networks are one of the successful implementation of …

[PDF][PDF] What does the speaker embedding encode?

S Wang, Y Qian, K Yu - Interspeech, 2017 - researchgate.net
Developing a good speaker embedding has received tremendous interest in the speech
community. Speaker representations such as i-vector, d-vector have shown their superiority …

Optimization of the area under the ROC curve using neural network supervectors for text-dependent speaker verification

V Mingote, A Miguel, A Ortega, E Lleida - Computer Speech & Language, 2020 - Elsevier
This paper explores two techniques to improve the performance of text-dependent speaker
verification systems based on deep neural networks. Firstly, we propose a general …

Phoneme-aware and channel-wise attentive learning for text dependentspeaker verification

Y Liu, Z Li, L Li, Q Hong - arXiv preprint arXiv:2106.13514, 2021 - arxiv.org
This paper proposes a multi-task learning network with phoneme-aware and channel-wise
attentive learning strategies for text-dependent Speaker Verification (SV). In the proposed …

Template-matching for text-dependent speaker verification

S Dey, P Motlicek, S Madikeri, M Ferras - Speech communication, 2017 - Elsevier
In the last decade, i-vector and Joint Factor Analysis (JFA) approaches to speaker modeling
have become ubiquitous in the area of automatic speaker recognition. Both of these …

DNN based speaker embedding using content information for text-dependent speaker verification

S Dey, T Koshinaka, P Motlicek… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
In this paper, we are interested in exploring Deep Neural Network (DNN) based speaker
embedding for Random-digit task using content information. To this end, a technique is …

Speaker-utterance dual attention for speaker and utterance verification

T Liu, RK Das, M Madhavi, S Shen, H Li - arXiv preprint arXiv:2008.08901, 2020 - arxiv.org
In this paper, we study a novel technique that exploits the interaction between speaker traits
and linguistic content to improve both speaker verification and utterance verification …

Comparison of multiple features and modeling methods for text-dependent speaker verification

Y Liu, L He, Y Tian, Z Chen, J Liu… - 2017 IEEE Automatic …, 2017 - ieeexplore.ieee.org
Text-dependent speaker verification is becoming popular in the speaker recognition society.
However, the conventional i-vector framework which has been successful for speaker …

[HTML][HTML] Supervector extraction for encoding speaker and phrase information with neural networks for text-dependent speaker verification

V Mingote, A Miguel, A Ortega, E Lleida - Applied Sciences, 2019 - mdpi.com
In this paper, we propose a new differentiable neural network with an alignment mechanism
for text-dependent speaker verification. Unlike previous works, we do not extract the …