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 …

Towards flexible blind JPEG artifacts removal

J Jiang, K Zhang, R Timofte - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
Training a single deep blind model to handle different quality factors for JPEG image
artifacts removal has been attracting considerable attention due to its convenience for …

Image splicing localization using a multi-task fully convolutional network (MFCN)

R Salloum, Y Ren, CCJ Kuo - Journal of Visual Communication and Image …, 2018 - Elsevier
In this work, we propose a technique that utilizes a fully convolutional network (FCN) to
localize image splicing attacks. We first evaluated a single-task FCN (SFCN) trained only on …

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 …

An overview on image forensics

A Piva - International Scholarly Research Notices, 2013 - Wiley Online Library
The aim of this survey is to provide a comprehensive overview of the state of the art in the
area of image forensics. These techniques have been designed to identify the source of a …

Image forgery detection

H Farid - IEEE Signal processing magazine, 2009 - ieeexplore.ieee.org
We are undoubtedly living in an age where we are exposed to a remarkable array of visual
imagery. While we may have historically had confidence in the integrity of this imagery …

IMD2020: A large-scale annotated dataset tailored for detecting manipulated images

A Novozamsky, B Mahdian… - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
Witnessing impressive results of deep nets in a number of computer vision problems, the
image forensic community has begun to utilize them in the challenging domain of detecting …

Information forensics: An overview of the first decade

MC Stamm, M Wu, KJR Liu - IEEE access, 2013 - ieeexplore.ieee.org
In recent decades, we have witnessed the evolution of information technologies from the
development of VLSI technologies, to communication and networking infrastructure, to the …

Image forgery localization via block-grained analysis of JPEG artifacts

T Bianchi, A Piva - IEEE Transactions on Information Forensics …, 2012 - ieeexplore.ieee.org
In this paper, we propose a forensic algorithm to discriminate between original and forged
regions in JPEG images, under the hypothesis that the tampered image presents a double …