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 spoken keyword spotting: An overview

I López-Espejo, ZH Tan, JHL Hansen, J Jensen - IEEE Access, 2021 - ieeexplore.ieee.org
Spoken keyword spotting (KWS) deals with the identification of keywords in audio streams
and has become a fast-growing technology thanks to the paradigm shift introduced by deep …

Disentangling voice and content with self-supervision for speaker recognition

T Liu, KA Lee, Q Wang, H Li - Advances in Neural …, 2023 - proceedings.neurips.cc
For speaker recognition, it is difficult to extract an accurate speaker representation from
speech because of its mixture of speaker traits and content. This paper proposes a …

The ASVspoof 2017 challenge: Assessing the limits of replay spoofing attack detection

T Kinnunen, M Sahidullah, H Delgado… - Interspeech …, 2017 - research.ed.ac.uk
The ASVspoof initiative was created to promote the development of countermeasures which
aim to protect automatic speaker verification (ASV) from spoofing attacks. The first …

Spoofing and countermeasures for speaker verification: A survey

Z Wu, N Evans, T Kinnunen, J Yamagishi, F Alegre… - speech …, 2015 - Elsevier
While biometric authentication has advanced significantly in recent years, evidence shows
the technology can be susceptible to malicious spoofing attacks. The research community …

Cn-celeb: multi-genre speaker recognition

L Li, R Liu, J Kang, Y Fan, H Cui, Y Cai, R Vipperla… - Speech …, 2022 - Elsevier
Research on speaker recognition is extending to address the vulnerability in the wild
conditions, among which genre mismatch is perhaps the most challenging, for instance …

Conditional generative adversarial networks for speech enhancement and noise-robust speaker verification

D Michelsanti, ZH Tan - arxiv preprint arxiv:1709.01703, 2017 - arxiv.org
Improving speech system performance in noisy environments remains a challenging task,
and speech enhancement (SE) is one of the effective techniques to solve the problem …

Speaker identification through artificial intelligence techniques: A comprehensive review and research challenges

R Jahangir, YW Teh, HF Nweke, G Mujtaba… - Expert Systems with …, 2021 - Elsevier
Speech is a powerful medium of communication that always convey rich and useful
information, such as gender, accent, and other unique characteristics of a speaker. These …

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 features extraction methods: A systematic review

SS Tirumala, SR Shahamiri, AS Garhwal… - Expert Systems with …, 2017 - Elsevier
Speaker Identification (SI) is the process of identifying the speaker from a given utterance by
comparing the voice biometrics of the utterance with those utterance models stored …