A literature review and perspectives in deepfakes: generation, detection, and applications

D Dagar, DK Vishwakarma - International journal of multimedia information …, 2022 - Springer
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 …

Datasets, clues and state-of-the-arts for multimedia forensics: An extensive review

A Yadav, DK Vishwakarma - Expert Systems with Applications, 2024 - Elsevier
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 …

MSVT: Multiple spatiotemporal views transformer for DeepFake video detection

Y Yu, R Ni, Y Zhao, S Yang, F **a… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
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 …

Augmented multi-scale spatiotemporal inconsistency magnifier for generalized deepfake detection

Y Yu, X Zhao, R Ni, S Yang, Y Zhao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Recently, realistic DeepFake videos have raised severe security concerns in society.
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 …

MRT-Net: Auto-adaptive weighting of manipulation residuals and texture clues for face manipulation detection

A Yadav, DK Vishwakarma - Expert Systems with Applications, 2023 - Elsevier
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 …

AW-MSA: Adaptively weighted multi-scale attentional features for DeepFake detection

A Yadav, DK Vishwakarma - Engineering Applications of Artificial …, 2024 - Elsevier
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 …

Mining Generalized Multi-timescale Inconsistency for Detecting Deepfake Videos

Y Yu, R Ni, S Yang, Y Ni, Y Zhao, AC Kot - International Journal of …, 2024 - Springer
Recent advancements in face forgery techniques have continuously evolved, leading to
emergent security concerns in society. Existing detection methods have poor generalization …

Beyond Text: Multimodal Credibility Assessment Approaches for Online User-Generated Content

M Choudhary, SS Chouhan, SS Rathore - ACM Transactions on …, 2025 - dl.acm.org
User-generated content (UGC) is increasingly becoming prevalent on various digital
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 …