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A literature review and perspectives in deepfakes: generation, detection, and applications
In the last few years, with the advancement of deep learning methods, especially Generative
Adversarial Networks (GANs) and Variational Auto-encoders (VAEs), fabricated content has …
Adversarial Networks (GANs) and Variational Auto-encoders (VAEs), fabricated content has …
Datasets, clues and state-of-the-arts for multimedia forensics: An extensive review
With the large chunks of social media data being created daily and the parallel rise of
realistic multimedia tampering methods, detecting and localising tampering in images and …
realistic multimedia tampering methods, detecting and localising tampering in images and …
MSVT: Multiple spatiotemporal views transformer for DeepFake video detection
Recently, DeepFake videos have developed rapidly, causing new security issues in society.
Due to the rough spatiotemporal view, existing video-based detection methods struggle to …
Due to the rough spatiotemporal view, existing video-based detection methods struggle to …
Augmented multi-scale spatiotemporal inconsistency magnifier for generalized deepfake detection
Recently, realistic DeepFake videos have raised severe security concerns in society.
Existing video-based detection methods observe local spatial regions with the coarse …
Existing video-based detection methods observe local spatial regions with the coarse …
A lightweight 3D convolutional neural network for deepfake detection
J Liu, K Zhu, W Lu, X Luo, X Zhao - International Journal of …, 2021 - Wiley Online Library
The rapid development of DeepFake technologies has brought great challenges to the
authenticity of video contents. It is of vital importance to develop DeepFake detection …
authenticity of video contents. It is of vital importance to develop DeepFake detection …
MRT-Net: Auto-adaptive weighting of manipulation residuals and texture clues for face manipulation detection
With the growing popularity of social media and an outburst of malicious tampering methods,
it has become easier than ever to mislead others and create disharmony in society by …
it has become easier than ever to mislead others and create disharmony in society by …
AW-MSA: Adaptively weighted multi-scale attentional features for DeepFake detection
With the recent rise of realistic face manipulation methods, building robust face tampering
detection methods has become more critical than ever before. Several research works have …
detection methods has become more critical than ever before. Several research works have …
Mining Generalized Multi-timescale Inconsistency for Detecting Deepfake Videos
Recent advancements in face forgery techniques have continuously evolved, leading to
emergent security concerns in society. Existing detection methods have poor generalization …
emergent security concerns in society. Existing detection methods have poor generalization …
Beyond Text: Multimodal Credibility Assessment Approaches for Online User-Generated Content
User-generated content (UGC) is increasingly becoming prevalent on various digital
platforms. The content generated on social media, review forums, and question–answer …
platforms. The content generated on social media, review forums, and question–answer …
[HTML][HTML] Face forgery video detection based on expression key sequences
Y Tu, J Wu, L Lu, S Gao, MH Li - Journal of King Saud University-Computer …, 2024 - Elsevier
In order to minimize additional computational costs in detecting forged videos, and enhance
detection accuracy, this paper employs dynamic facial expression sequences as key …
detection accuracy, this paper employs dynamic facial expression sequences as key …