Deepfakes as a threat to a speaker and facial recognition: An overview of tools and attack vectors

A Firc, K Malinka, P Hanáček - Heliyon, 2023 - cell.com
Deepfakes present an emerging threat in cyberspace. Recent developments in machine
learning make deepfakes highly believable, and very difficult to differentiate between what is …

Add 2022: the first audio deep synthesis detection challenge

J Yi, R Fu, J Tao, S Nie, H Ma, C Wang… - ICASSP 2022-2022 …, 2022 - ieeexplore.ieee.org
Audio deepfake detection is an emerging topic, which was included in the ASVspoof 2021.
However, the recent shared tasks have not covered many real-life and challenging …

Add 2023: the second audio deepfake detection challenge

J Yi, J Tao, R Fu, X Yan, C Wang, T Wang… - arXiv preprint arXiv …, 2023 - arxiv.org
Audio deepfake detection is an emerging topic in the artificial intelligence community. The
second Audio Deepfake Detection Challenge (ADD 2023) aims to spur researchers around …

Deepfake: definitions, performance metrics and standards, datasets and benchmarks, and a meta-review

E Altuncu, VNL Franqueira, S Li - arXiv preprint arXiv:2208.10913, 2022 - arxiv.org
Recent advancements in AI, especially deep learning, have contributed to a significant
increase in the creation of new realistic-looking synthetic media (video, image, and audio) …

Improving generalization of deepfake detection with data farming and few-shot learning

P Korshunov, S Marcel - IEEE Transactions on Biometrics …, 2022 - ieeexplore.ieee.org
Recent advances in automated video and audio editing tools, generative adversarial
networks (GANs), and social media allow creation and fast dissemination of high quality …

Dfgc 2022: The second deepfake game competition

B Peng, W Xiang, Y Jiang, W Wang… - … Joint Conference on …, 2022 - ieeexplore.ieee.org
This paper presents the summary report on our DFGC 2022 competition. The DeepFake is
rapidly evolving, and realistic face-swaps are becoming more deceptive and difficult to …

Future trends in digital face manipulation and detection

R Tolosana, C Rathgeb, R Vera-Rodriguez… - Handbook of Digital …, 2022 - Springer
Recently, digital face manipulation and its detection have sparked large interest in industry
and academia around the world. Numerous approaches have been proposed in the …

DFGC-VRA: DeepFake Game Competition on Visual Realism Assessment

B Peng, X Sun, C Wang, W Wang… - … Joint Conference on …, 2023 - ieeexplore.ieee.org
This paper presents the summary report on the DeepFake Game Competition on Visual
Realism Assessment (DFGC-VRA). Deep-learning based face-swap videos, also known as …

Counterfactual image enhancement for explanation of face swap deepfakes

B Peng, S Lyu, W Wang, J Dong - Chinese Conference on Pattern …, 2022 - Springer
Highly realistic AI generated face swap facial imagery known as deepfakes can easily
deceive human eyes and have drawn much attention. Deepfake detection models have …

ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild

J Yi, CY Zhang, J Tao, C Wang, X Yan, Y Ren… - arXiv preprint arXiv …, 2024 - arxiv.org
The growing prominence of the field of audio deepfake detection is driven by its wide range
of applications, notably in protecting the public from potential fraud and other malicious …