Dynamic difference learning with spatio–temporal correlation for deepfake video detection

Q Yin, W Lu, B Li, J Huang - IEEE Transactions on Information …, 2023 - ieeexplore.ieee.org
With the rapid development of face forgery techniques, the existing frame-based deepfake
video detection methods have fell into a dilemma that frame-based methods may fail when …

Rehearsal-free domain continual face anti-spoofing: Generalize more and forget less

R Cai, Y Cui, Z Li, Z Yu, H Li, Y Hu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract Face Anti-Spoofing (FAS) is recently studied under the continual learning setting,
where the FAS models are expected to evolve after encountering data from new domains …

Moe-ffd: Mixture of experts for generalized and parameter-efficient face forgery detection

C Kong, A Luo, P Bao, Y Yu, H Li, Z Zheng… - arxiv preprint arxiv …, 2024 - arxiv.org
Deepfakes have recently raised significant trust issues and security concerns among the
public. Compared to CNN face forgery detectors, ViT-based methods take advantage of the …

Consensus-agent deep reinforcement learning for face aging

L Lin, H Liu, J Liang, Z Li, J Feng… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Face aging tasks aim to simulate changes in the appearance of faces over time. However,
due to the lack of data on different ages under the same identity, existing models are …

A hybrid CNN-LSTM approach for precision deepfake image detection based on transfer learning

OAHH Al-Dulaimi, S Kurnaz - Electronics, 2024 - mdpi.com
The detection of deepfake images and videos is a critical concern in social communication
due to the widespread utilization of deepfake techniques. The prevalence of these methods …

Enhancing general face forgery detection via vision transformer with low-rank adaptation

C Kong, H Li, S Wang - 2023 IEEE 6th International …, 2023 - ieeexplore.ieee.org
Nowadays, forgery faces pose pressing security concerns over fake news, fraud,
impersonation, etc. Despite the demonstrated success in intra-domain face forgery …

An approach to deepfake video detection based on ACO-PSO features and deep learning

HS Alhaji, Y Celik, S Goel - Electronics, 2024 - mdpi.com
The rapid advancement of deepfake technology presents significant challenges in detecting
highly convincing fake videos, posing risks such as misinformation, identity theft, and privacy …

TPE-DF: Thumbnail preserving encryption via dual-2DCS fusion

W Wen, Q Jiang, H Huang, Y Zhang… - IEEE Signal Processing …, 2024 - ieeexplore.ieee.org
Thumbnail preserving encryption (TPE) images protect privacy while still maintaining visual
usability when stored in the cloud. However, existing thumbnail preserving encryption …

Video detection method based on temporal and spatial foundations for accurate verification of authenticity

CY Lin, JC Lee, SJ Wang, CS Chiang, CL Chou - Electronics, 2024 - mdpi.com
With the rapid development of deepfake technology, it is finding applications in virtual movie
production and entertainment. However, its potential for malicious use, such as generating …

M FAS: An Accurate and Robust MultiModal Mobile Face Anti-Spoofing System

C Kong, K Zheng, Y Liu, S Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Face presentation attacks (FPA), also known as face spoofing, have brought increasing
concerns to the public through various malicious applications, such as financial fraud and …