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 integrity–a survey of protection and verification techniques

P Korus - Digital Signal Processing, 2017 - Elsevier
We are currently on a verge of a revolution in digital photography. Developments in
computational imaging and adoption of artificial intelligence have spawned new editing …

Identification of deep network generated images using disparities in color components

H Li, B Li, S Tan, J Huang - Signal Processing, 2020 - Elsevier
With the powerful deep network architectures, such as generative adversarial networks, one
can easily generate photorealistic images. Although the generated images are not …

Image tampering localization using a dense fully convolutional network

P Zhuang, H Li, S Tan, B Li… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The emergence of powerful image editing software has substantially facilitated digital image
tampering, leading to many security issues. Hence, it is urgent to identify tampered images …

Aligned and non-aligned double JPEG detection using convolutional neural networks

M Barni, L Bondi, N Bonettini, P Bestagini… - Journal of Visual …, 2017 - Elsevier
Due to the wide diffusion of JPEG coding standard, the image forensic community has
devoted significant attention to the development of double JPEG (DJPEG) compression …

Multi-scale analysis strategies in PRNU-based tampering localization

P Korus, J Huang - IEEE Transactions on Information Forensics …, 2016 - ieeexplore.ieee.org
Accurate unsupervised tampering localization is one of the most challenging problems in
digital image forensics. In this paper, we consider a photo response non-uniformity analysis …

A survey on image tampering and its detection in real-world photos

L Zheng, Y Zhang, VLL Thing - Journal of Visual Communication and …, 2019 - Elsevier
Editing a real-world photo through computer software or mobile applications is one of the
easiest things one can do today before sharing the doctored image on one's social …

Multisensor image fusion and enhancement in spectral total variation domain

W Zhao, H Lu, D Wang - IEEE Transactions on Multimedia, 2017 - ieeexplore.ieee.org
Most existing image fusion methods assume that at least one input image contains high-
quality information at any place of an observed scene. Thus, these fusion methods will fail if …

Fighting fake news: two stream network for deepfake detection via learnable SRM

B Han, X Han, H Zhang, J Li… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Benefitting from the development of deep generative networks, modern fake news
generation methods called Deepfake rapidly go viral over the Internet, calling for efficient …

Image forgery localization based on multi-scale convolutional neural networks

Y Liu, Q Guan, X Zhao, Y Cao - Proceedings of the 6th ACM workshop on …, 2018 - dl.acm.org
In this paper, we propose to utilize Convolutional Neural Networks (CNNs) and the
segmentation-based multi-scale analysis to locate tampered areas in digital images. First, to …