Audio deepfake detection: A survey

J Yi, C Wang, J Tao, X Zhang, CY Zhang… - arXiv preprint arXiv …, 2023 - arxiv.org
Audio deepfake detection is an emerging active topic. A growing number of literatures have
aimed to study deepfake detection algorithms and achieved effective performance, the …

[HTML][HTML] Video and audio deepfake datasets and open issues in deepfake technology: being ahead of the curve

Z Akhtar, TL Pendyala, VS Athmakuri - Forensic Sciences, 2024 - mdpi.com
The revolutionary breakthroughs in Machine Learning (ML) and Artificial Intelligence (AI) are
extensively being harnessed across a diverse range of domains, eg, forensic science …

Ai-synthesized voice detection using neural vocoder artifacts

C Sun, S Jia, S Hou, S Lyu - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Advancements in AI-synthesized human voices have created a growing threat of
impersonation and disinformation, making it crucial to develop methods to detect synthetic …

CFAD: A Chinese dataset for fake audio detection

H Ma, J Yi, C Wang, X Yan, J Tao, T Wang… - Speech …, 2024 - Elsevier
Fake audio detection is a growing concern and some relevant datasets have been designed
for research. However, there is no standard public Chinese dataset under complex …

Deepfake audio detection by speaker verification

A Pianese, D Cozzolino, G Poggi… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Thanks to recent advances in deep leaning, sophisticated generation tools exist, nowadays,
that produce extremely realistic synthetic speech. However, malicious uses of such tools are …

Generation and detection of manipulated multimodal audiovisual content: Advances, trends and open challenges

H Liz-Lopez, M Keita, A Taleb-Ahmed, A Hadid… - Information …, 2024 - Elsevier
Generative deep learning techniques have invaded the public discourse recently. Despite
the advantages, the applications to disinformation are concerning as the counter-measures …

What to remember: Self-adaptive continual learning for audio deepfake detection

X Zhang, J Yi, C Wang, CY Zhang, S Zeng… - Proceedings of the AAAI …, 2024 - ojs.aaai.org
The rapid evolution of speech synthesis and voice conversion has raised substantial
concerns due to the potential misuse of such technology, prompting a pressing need for …

Do you remember? overcoming catastrophic forgetting for fake audio detection

X Zhang, J Yi, J Tao, C Wang… - … on Machine Learning, 2023 - proceedings.mlr.press
Current fake audio detection algorithms have achieved promising performances on most
datasets. However, their performance may be significantly degraded when dealing with …

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 …

FairSSD: Understanding Bias in Synthetic Speech Detectors

AKS Yadav, K Bhagtani, D Salvi… - Proceedings of the …, 2024 - openaccess.thecvf.com
Methods that can generate synthetic speech which is perceptually indistinguishable from
speech recorded by a human speaker are easily available. Several incidents report misuse …