Deepfake attacks: Generation, detection, datasets, challenges, and research directions

A Naitali, M Ridouani, F Salahdine, N Kaabouch - Computers, 2023 - mdpi.com
Recent years have seen a substantial increase in interest in deepfakes, a fast-developing
field at the nexus of artificial intelligence and multimedia. These artificial media creations …

Hierarchical fine-grained image forgery detection and localization

X Guo, X Liu, Z Ren, S Grosz… - Proceedings of the …, 2023 - openaccess.thecvf.com
Differences in forgery attributes of images generated in CNN-synthesized and image-editing
domains are large, and such differences make a unified image forgery detection and …

Evading deepfake detectors via adversarial statistical consistency

Y Hou, Q Guo, Y Huang, X Xie… - Proceedings of the …, 2023 - openaccess.thecvf.com
In recent years, as various realistic face forgery techniques known as DeepFake improves
by leaps and bounds, more and more DeepFake detection techniques have been proposed …

Fakespotter: A simple yet robust baseline for spotting ai-synthesized fake faces

R Wang, F Juefei-Xu, L Ma, X Xie, Y Huang… - arXiv preprint arXiv …, 2019 - arxiv.org
In recent years, generative adversarial networks (GANs) and its variants have achieved
unprecedented success in image synthesis. They are widely adopted in synthesizing facial …

Deeprhythm: Exposing deepfakes with attentional visual heartbeat rhythms

H Qi, Q Guo, F Juefei-Xu, X Xie, 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 …

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 …

Tall: Thumbnail layout for deepfake video detection

Y Xu, J Liang, G Jia, Z Yang… - Proceedings of the …, 2023 - openaccess.thecvf.com
The growing threats of deepfakes to society and cybersecurity have raised enormous public
concerns, and increasing efforts have been devoted to this critical topic of deepfake video …

Overview of image inpainting and forensic technology

K Liu, J Li, SS Hussain Bukhari - Security and Communication …, 2022 - Wiley Online Library
At present, digital image is the most significant information carrier on the Internet, which
provides convenience for people to exchange information. With the progress of image …

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

R Wang, F Juefei-Xu, Y Huang, Q Guo, X Xie… - 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 …

Malp: Manipulation localization using a proactive scheme

V Asnani, X Yin, T Hassner… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Advancements in the generation quality of various Generative Models (GMs) has made it
necessary to not only perform binary manipulation detection but also localize the modified …