Deepfakes generation and detection: State-of-the-art, open challenges, countermeasures, and way forward

M Masood, M Nawaz, KM Malik, A Javed, A Irtaza… - Applied …, 2023 - Springer
Easy access to audio-visual content on social media, combined with the availability of
modern tools such as Tensorflow or Keras, and open-source trained models, along with …

DeepFake on face and expression swap: A review

S Waseem, SARSA Bakar, BA Ahmed, Z Omar… - IEEE …, 2023 - ieeexplore.ieee.org
Remarkable advances have been made in deep learning, leading to the emergence of
highly realistic AI-generated videos known as deepfakes. Deepfakes use generative models …

Spatiotemporal inconsistency learning for deepfake video detection

Z Gu, Y Chen, T Yao, S Ding, J Li, F Huang… - Proceedings of the 29th …, 2021 - dl.acm.org
The rapid development of facial manipulation techniques has aroused public concerns in
recent years. Following the success of deep learning, existing methods always formulate …

Deeprhythm: Exposing deepfakes with attentional visual heartbeat rhythms

H Qi, Q Guo, F Juefei-Xu, X **e, L Ma, W Feng… - Proceedings of the 28th …, 2020 - dl.acm.org
As the GAN-based face image and video generation techniques, widely known as
DeepFakes, have become more and more matured and realistic, there comes a pressing …

Deepfake generation and detection, a survey

T Zhang - Multimedia Tools and Applications, 2022 - Springer
Deepfake refers to realistic, but fake images, sounds, and videos generated by articial
intelligence methods. Recent advances in deepfake generation make deepfake more …

Countering malicious deepfakes: Survey, battleground, and horizon

F Juefei-Xu, R Wang, Y Huang, Q Guo, L Ma… - International journal of …, 2022 - Springer
The creation or manipulation of facial appearance through deep generative approaches,
known as DeepFake, have achieved significant progress and promoted a wide range of …

Deepsonar: Towards effective and robust detection of ai-synthesized fake voices

R Wang, F Juefei-Xu, Y Huang, Q Guo, X **e… - Proceedings of the 28th …, 2020 - dl.acm.org
With the recent advances in voice synthesis, AI-synthesized fake voices are
indistinguishable to human ears and widely are applied to produce realistic and natural …

Proactive deepfake defence via identity watermarking

Y Zhao, B Liu, M Ding, B Liu… - Proceedings of the …, 2023 - openaccess.thecvf.com
The explosive progress of Deepfake techniques poses unprecedented privacy and security
risks toward our society by creating real-looking but fake visual content. However, the …

Anti-forgery: Towards a stealthy and robust deepfake disruption attack via adversarial perceptual-aware perturbations

R Wang, Z Huang, Z Chen, L Liu, J Chen… - arxiv preprint arxiv …, 2022 - arxiv.org
DeepFake is becoming a real risk to society and brings potential threats to both individual
privacy and political security due to the DeepFaked multimedia are realistic and convincing …

Fakelocator: Robust localization of gan-based face manipulations

Y Huang, F Juefei-Xu, Q Guo, Y Liu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Full face synthesis and partial face manipulation by virtue of the generative adversarial
networks (GANs) and its variants have raised wide public concerns. In the multi-media …