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 …
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
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 …
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
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) …
creation and rapid dissemination of realistic fake content (ie, images, videos, audios) …
[HTML][HTML] Voice spoofing detection for multiclass attack classification using deep learning
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 …
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 …
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 …
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 …
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
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 …
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 …
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
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 …
random Specmix for fake speech detection (FSD). The main purpose of this system is to …