A review of modern audio deepfake detection methods: challenges and future directions

Z Almutairi, H Elgibreen - Algorithms, 2022 - mdpi.com
A number of AI-generated tools are used today to clone human voices, leading to a new
technology known as Audio Deepfakes (ADs). Despite being introduced to enhance human …

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 …

AVFakeNet: A unified end-to-end Dense Swin Transformer deep learning model for audio–visual​ deepfakes detection

H Ilyas, A Javed, KM Malik - Applied Soft Computing, 2023 - Elsevier
Recent advances in the field of machine learning and social media platforms facilitate the
creation and rapid dissemination of realistic fake content (ie, images, videos, audios) …

[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 …

Audio deepfakes: A survey

Z Khanjani, G Watson, VP Janeja - Frontiers in Big Data, 2023 - frontiersin.org
A deepfake is content or material that is synthetically generated or manipulated using
artificial intelligence (AI) methods, to be passed off as real and can include audio, video …

Open challenges in synthetic speech detection

L Cuccovillo, C Papastergiopoulos… - … and Security (WIFS), 2022 - ieeexplore.ieee.org
In this paper the current status and open challenges of synthetic speech detection are
addressed. The work comprises an initial analysis of available open datasets and of existing …

Audio Deepfake Approaches

OA Shaaban, R Yildirim, AA Alguttar - IEEE Access, 2023 - ieeexplore.ieee.org
This paper presents a review of techniques involved in the creation and detection of audio
deepfakes, the first section provides information about general deep fakes. In the second …

[PDF][PDF] Voice spoofing countermeasures: Taxonomy, state-of-the-art, experimental analysis of generalizability, open challenges, and the way forward

A Khan, KM Malik, J Ryan… - arXiv preprint arXiv …, 2022 - researchgate.net
Malicious actors may seek to use different voice spoofing attacks to fool ASV systems and
even use them for spreading misinformation. Various countermeasures have been proposed …

Deepfake captcha: a method for preventing fake calls

L Yasur, G Frankovits, FM Grabovski… - Proceedings of the 2023 …, 2023 - dl.acm.org
Deep learning technology has made it possible to generate realistic content of specific
individuals. These 'deepfakes' can now be generated in real-time which enables attackers to …

Multi-perspective Information Fusion Res2Net with RandomSpecmix for Fake Speech Detection

S Dong, J Xue, C Fan, K Zhu, Y Chen, Z Lv - arXiv preprint arXiv …, 2023 - arxiv.org
In this paper, we propose the multi-perspective information fusion (MPIF) Res2Net with
random Specmix for fake speech detection (FSD). The main purpose of this system is to …