Deepfake detection: A comprehensive survey from the reliability perspective

T Wang, X Liao, KP Chow, X Lin, Y Wang - ACM Computing Surveys, 2024 - dl.acm.org
The mushroomed Deepfake synthetic materials circulated on the internet have raised a
profound social impact on politicians, celebrities, and individuals worldwide. In this survey …

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 …

Rethinking the up-sampling operations in cnn-based generative network for generalizable deepfake detection

C Tan, Y Zhao, S Wei, G Gu, P Liu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Recently the proliferation of highly realistic synthetic images facilitated through a variety of
GANs and Diffusions has significantly heightened the susceptibility to misuse. While the …

Masked relation learning for deepfake detection

Z Yang, J Liang, Y Xu, XY Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
DeepFake detection aims to differentiate falsified faces from real ones. Most approaches
formulate it as a binary classification problem by solely mining the local artifacts and …

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 …

Quality-agnostic deepfake detection with intra-model collaborative learning

BM Le, SS Woo - Proceedings of the IEEE/CVF International …, 2023 - openaccess.thecvf.com
Deepfake has recently raised a plethora of societal concerns over its possible security
threats and dissemination of fake information. Much research on deepfake detection has …

FAMM: facial muscle motions for detecting compressed deepfake videos over social networks

X Liao, Y Wang, T Wang, J Hu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As a face manipulation technique, the misuse of Deepfakes poses potential threats to the
state, society, and individuals. Several countermeasures have been proposed to reduce the …

MRE-Net: Multi-rate excitation network for deepfake video detection

G Pang, B Zhang, Z Teng, Z Qi… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The current social media is flooded with hyper realistic face-synthetic videos due to the
explosion of DeepFake technology that has brought a serious impact on human society …

Fighting malicious media data: A survey on tampering detection and deepfake detection

J Wang, Z Li, C Zhang, J Chen, Z Wu, LS Davis… - arXiv preprint arXiv …, 2022 - arxiv.org
Online media data, in the forms of images and videos, are becoming mainstream
communication channels. However, recent advances in deep learning, particularly deep …

Gm-df: Generalized multi-scenario deepfake detection

Y Lai, Z Yu, J Yang, B Li, X Kang, L Shen - arXiv preprint arXiv:2406.20078, 2024 - arxiv.org
Existing face forgery detection usually follows the paradigm of training models in a single
domain, which leads to limited generalization capacity when unseen scenarios and …