Deepfakes generation and detection: State-of-the-art, open challenges, countermeasures, and way forward

M Masood, M Nawaz, KM Malik, A Javed, A Irtaza… - Applied …, 2023 - Springer
Easy access to audio-visual content on social media, combined with the availability of
modern tools such as Tensorflow or Keras, and open-source trained models, along with …

Battling voice spoofing: a review, comparative analysis, and generalizability evaluation of state-of-the-art voice spoofing counter measures

A Khan, KM Malik, J Ryan, M Saravanan - Artificial Intelligence Review, 2023 - Springer
With the advent of automated speaker verification (ASV) systems comes an equal and
opposite development: malicious actors may seek to use voice spoofing attacks to fool those …

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 …

Constant Q cepstral coefficients: A spoofing countermeasure for automatic speaker verification

M Todisco, H Delgado, N Evans - Computer Speech & Language, 2017 - Elsevier
Recent evaluations such as ASVspoof 2015 and the similarly-named AVspoof have
stimulated a great deal of progress to develop spoofing countermeasures for automatic …

[HTML][HTML] Voice spoofing detection for multiclass attack classification using deep learning

J Boyd, M Fahim, O Olukoya - Machine Learning With Applications, 2023 - Elsevier
Voice biometric authentication is increasingly gaining adoption in organisations with high-
volume identity verifications and for providing access to physical and other virtual spaces. In …

A capsule network based approach for detection of audio spoofing attacks

A Luo, E Li, Y Liu, X Kang… - ICASSP 2021-2021 IEEE …, 2021 - ieeexplore.ieee.org
Audio spoofing attacks not only increasingly pose a threat to automatic speaker verification
systems but also have the potential to destabilize national security (eg, by creating fake …

Advances in anti-spoofing: from the perspective of ASVspoof challenges

MR Kamble, HB Sailor, HA Patil, H Li - APSIPA Transactions on …, 2020 - cambridge.org
In recent years, automatic speaker verification (ASV) is used extensively for voice biometrics.
This leads to an increased interest to secure these voice biometric systems for real-world …

[PDF][PDF] Experimental analysis of features for replay attack detection-results on the ASVspoof 2017 Challenge.

R Font, JM Espín, MJ Cano - Interspeech, 2017 - isca-archive.org
This paper presents an experimental comparison of different features for the detection of
replay spoofing attacks in Automatic Speaker Verification systems. We evaluate the …

On joint optimization of automatic speaker verification and anti-spoofing in the embedding space

A Gomez-Alanis, JA Gonzalez-Lopez… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
Biometric systems are exposed to spoofing attacks which may compromise their security,
and voice biometrics based on automatic speaker verification (ASV), is no exception. To …

[PDF][PDF] Replay Attack Detection Using DNN for Channel Discrimination.

P Nagarsheth, E Khoury, K Patil, M Garland - interspeech, 2017 - isca-archive.org
Voice is projected to be the next input interface for portable devices. The increased use of
audio interfaces can be mainly attributed to the success of speech and speaker recognition …