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 …

The creation and detection of deepfakes: A survey

Y Mirsky, W Lee - ACM computing surveys (CSUR), 2021 - dl.acm.org
Generative deep learning algorithms have progressed to a point where it is difficult to tell the
difference between what is real and what is fake. In 2018, it was discovered how easy it is to …

Deepfake video detection using recurrent neural networks

D Güera, EJ Delp - 2018 15th IEEE international conference on …, 2018 - ieeexplore.ieee.org
In recent months a machine learning based free software tool has made it easy to create
believable face swaps in videos that leaves few traces of manipulation, in what are known …

Exploiting visual artifacts to expose deepfakes and face manipulations

F Matern, C Riess, M Stamminger - 2019 IEEE Winter …, 2019 - ieeexplore.ieee.org
High quality face editing in videos is a growing concern and spreads distrust in video
content. However, upon closer examination, many face editing algorithms exhibit artifacts …

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 …

Faceforensics++: Learning to detect manipulated facial images

A Rossler, D Cozzolino, L Verdoliva… - Proceedings of the …, 2019 - openaccess.thecvf.com
The rapid progress in synthetic image generation and manipulation has now come to a point
where it raises significant concerns for the implications towards society. At best, this leads to …

Raise: A raw images dataset for digital image forensics

DT Dang-Nguyen, C Pasquini, V Conotter… - Proceedings of the 6th …, 2015 - dl.acm.org
Digital forensics is a relatively new research area which aims at authenticating digital media
by detecting possible digital forgeries. Indeed, the ever increasing availability of multimedia …

Unsupervised domain adaptation for face anti-spoofing

H Li, W Li, H Cao, S Wang, F Huang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Face anti-spoofing (aka presentation attack detection) has recently emerged as an active
topic with great significance for both academia and industry due to the rapidly increasing …

Biometrics: Trust, but verify

AK Jain, D Deb, JJ Engelsma - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Over the past two decades, biometric recognition has exploded into a plethora of different
applications around the globe. This proliferation can be attributed to the high levels of …

How do the hearts of deep fakes beat? deep fake source detection via interpreting residuals with biological signals

UA Ciftci, I Demir, L Yin - 2020 IEEE international joint …, 2020 - ieeexplore.ieee.org
Fake portrait video generation techniques have been posing a new threat to the society with
photorealistic deep fakes for political propaganda, celebrity imitation, forged evidences, and …