Media forensics and deepfakes: an overview

L Verdoliva - IEEE journal of selected topics in signal …, 2020 - ieeexplore.ieee.org
With the rapid progress in recent years, techniques that generate and manipulate
multimedia content can now provide a very advanced level of realism. The boundary …

Digital image forgery detection using passive techniques: A survey

GK Birajdar, VH Mankar - Digital investigation, 2013 - Elsevier
Today manipulation of digital images has become easy due to powerful computers,
advanced photo-editing software packages and high resolution capturing devices. Verifying …

Generalizing face forgery detection with high-frequency features

Y Luo, Y Zhang, J Yan, W Liu - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Current face forgery detection methods achieve high accuracy under the within-database
scenario where training and testing forgeries are synthesized by the same algorithm …

Deepfakes and beyond: A survey of face manipulation and fake detection

R Tolosana, R Vera-Rodriguez, J Fierrez, A Morales… - Information …, 2020 - Elsevier
The free access to large-scale public databases, together with the fast progress of deep
learning techniques, in particular Generative Adversarial Networks, have led to the …

Deeperforensics-1.0: A large-scale dataset for real-world face forgery detection

L Jiang, R Li, W Wu, C Qian… - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
We present our on-going effort of constructing a large-scale benchmark for face forgery
detection. The first version of this benchmark, DeeperForensics-1.0, represents the largest …

DeepFake detection for human face images and videos: A survey

A Malik, M Kuribayashi, SM Abdullahi, AN Khan - Ieee Access, 2022 - ieeexplore.ieee.org
Techniques for creating and manipulating multimedia information have progressed to the
point where they can now ensure a high degree of realism. DeepFake is a generative deep …

Hybrid lstm and encoder–decoder architecture for detection of image forgeries

JH Bappy, C Simons, L Nataraj… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
With advanced image journaling tools, one can easily alter the semantic meaning of an
image by exploiting certain manipulation techniques such as copy clone, object splicing …

Image forgery detection: a survey of recent deep-learning approaches

M Zanardelli, F Guerrini, R Leonardi… - Multimedia Tools and …, 2023 - Springer
In the last years, due to the availability and easy of use of image editing tools, a large
amount of fake and altered images have been produced and spread through the media and …

Faceforensics: A large-scale video dataset for forgery detection in human faces

A Rössler, D Cozzolino, L Verdoliva, C Riess… - arxiv preprint arxiv …, 2018 - arxiv.org
With recent advances in computer vision and graphics, it is now possible to generate videos
with extremely realistic synthetic faces, even in real time. Countless applications are …

Multimodal fake news detection on social media: a survey of deep learning techniques

C Comito, L Caroprese, E Zumpano - Social Network Analysis and Mining, 2023 - Springer
The escalation of false information related to the massive use of social media has become a
challenging problem, and significant is the effort of the research community in providing …