Who are you (i really wanna know)? detecting audio {DeepFakes} through vocal tract reconstruction

L Blue, K Warren, H Abdullah, C Gibson… - 31st USENIX Security …, 2022 - usenix.org
Generative machine learning models have made convincing voice synthesis a reality. While
such tools can be extremely useful in applications where people consent to their voices …

[HTML][HTML] Warning: Humans cannot reliably detect speech deepfakes

KT Mai, S Bray, T Davies, LD Griffin - Plos one, 2023 - journals.plos.org
Speech deepfakes are artificial voices generated by machine learning models. Previous
literature has highlighted deepfakes as one of the biggest security threats arising from …

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 …

Does audio deepfake detection generalize?

NM Müller, P Czempin, F Dieckmann… - arXiv preprint arXiv …, 2022 - arxiv.org
Current text-to-speech algorithms produce realistic fakes of human voices, making deepfake
detection a much-needed area of research. While researchers have presented various …

Wavefake: A data set to facilitate audio deepfake detection

J Frank, L Schönherr - arXiv preprint arXiv:2111.02813, 2021 - arxiv.org
Deep generative modeling has the potential to cause significant harm to society.
Recognizing this threat, a magnitude of research into detecting so-called" Deepfakes" has …

FakeAVCeleb: A novel audio-video multimodal deepfake dataset

H Khalid, S Tariq, M Kim, SS Woo - arXiv preprint arXiv:2108.05080, 2021 - arxiv.org
While the significant advancements have made in the generation of deepfakes using deep
learning technologies, its misuse is a well-known issue now. Deepfakes can cause severe …

Singfake: Singing voice deepfake detection

Y Zang, Y Zhang, M Heydari… - ICASSP 2024-2024 IEEE …, 2024 - ieeexplore.ieee.org
The rise of singing voice synthesis presents critical challenges to artists and industry
stakeholders over unauthorized voice usage. Unlike synthesized speech, synthesized …

Human perception of audio deepfakes

NM Müller, K Pizzi, J Williams - … of the 1st International Workshop on …, 2022 - dl.acm.org
The recent emergence of deepfakes has brought manipulated and generated content to the
forefront of machine learning research. Automatic detection of deepfakes has seen many …

Combining automatic speaker verification and prosody analysis for synthetic speech detection

L Attorresi, D Salvi, C Borrelli, P Bestagini… - … Conference on Pattern …, 2022 - Springer
The rapid spread of media content synthesis technology and the potentially damaging
impact of audio and video deepfakes on people's lives have raised the need to implement …

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 …