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 …

Deep learning for biometrics: A survey

K Sundararajan, DL Woodard - ACM Computing Surveys (CSUR), 2018 - dl.acm.org
In the recent past, deep learning methods have demonstrated remarkable success for
supervised learning tasks in multiple domains including computer vision, natural language …

A survey of speaker recognition: Fundamental theories, recognition methods and opportunities

MM Kabir, MF Mridha, J Shin, I Jahan, AQ Ohi - IEEE Access, 2021 - ieeexplore.ieee.org
Humans can identify a speaker by listening to their voice, over the telephone, or on any
digital devices. Acquiring this congenital human competency, authentication technologies …

Speaker identification and clustering using convolutional neural networks

Y Lukic, C Vogt, O Dürr… - 2016 IEEE 26th …, 2016 - ieeexplore.ieee.org
Deep learning, especially in the form of convolutional neural networks (CNNs), has triggered
substantial improvements in computer vision and related fields in recent years. This …

Deep representation learning in speech processing: Challenges, recent advances, and future trends

S Latif, R Rana, S Khalifa, R Jurdak, J Qadir… - arXiv preprint arXiv …, 2020 - arxiv.org
Research on speech processing has traditionally considered the task of designing hand-
engineered acoustic features (feature engineering) as a separate distinct problem from the …

Advances in deep neural network approaches to speaker recognition

M McLaren, Y Lei, L Ferrer - 2015 IEEE international …, 2015 - ieeexplore.ieee.org
The recent application of deep neural networks (DNN) to speaker identification (SID) has
resulted in significant improvements over current state-of-the-art on telephone speech. In …

[PDF][PDF] Locally-connected and convolutional neural networks for small footprint speaker recognition

Y Chen, IL Moreno, T Sainath, M Visontai, R Alvarez… - 2015 - research.google.com
This work compares the performance of deep Locally-Connected Networks (LCN) and
Convolutional Neural Networks (CNN) for text-dependent speaker recognition. These …

Speaker recognition based on dung beetle optimized CNN

X Guo, X Qin, Q Zhang, Y Zhang, P Wang, Z Fan - Applied Sciences, 2023 - mdpi.com
Speaker recognition methods based on convolutional neural networks (CNN) have been
widely used in the security field and smart wearable devices. However, the traditional CNN …

Novel cascaded Gaussian mixture model-deep neural network classifier for speaker identification in emotional talking environments

I Shahin, AB Nassif, S Hamsa - Neural Computing and Applications, 2020 - Springer
This research is an effort to present an effective approach to enhance text-independent
speaker identification performance in emotional talking environments based on novel …

A Survey on Machine Learning‐Based Mobile Big Data Analysis: Challenges and Applications

J Xie, Z Song, Y Li, Y Zhang, H Yu… - Wireless …, 2018 - Wiley Online Library
This paper attempts to identify the requirement and the development of machine learning‐
based mobile big data (MBD) analysis through discussing the insights of challenges in the …