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 …

A survey on deep learning-based image forgery detection

FZ Mehrjardi, AM Latif, MS Zarchi, R Sheikhpour - Pattern Recognition, 2023 - Elsevier
Image is known as one of the communication tools between humans. With the development
and availability of digital devices such as cameras and cell phones, taking images has …

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 …

Determining authenticity of video evidence in the age of artificial intelligence and in the wake of Deepfake videos

MH Maras, A Alexandrou - The International Journal of …, 2019 - journals.sagepub.com
Deepfake videos are the product of artificial intelligence or machine-learning applications
that merge, combine, replace and superimpose images and video clips onto a video …

Busternet: Detecting copy-move image forgery with source/target localization

Y Wu, W Abd-Almageed… - Proceedings of the …, 2018 - openaccess.thecvf.com
We introduce a novel deep neural architecture for image copy-move forgery detection
(CMFD), code-named BusterNet. Unlike previous eorts, BusterNet is a pure, end-to-end …

Segmentation-based image copy-move forgery detection scheme

J Li, X Li, B Yang, X Sun - IEEE transactions on information …, 2014 - ieeexplore.ieee.org
In this paper, we propose a scheme to detect the copy-move forgery in an image, mainly by
extracting the keypoints for comparison. The main difference to the traditional methods is …

Applications of fractional calculus in computer vision: a survey

S Arora, T Mathur, S Agarwal, K Tiwari, P Gupta - Neurocomputing, 2022 - Elsevier
Fractional calculus is an abstract idea exploring interpretations of differentiation having non-
integer order. For a very long time, it was considered as a topic of mere theoretical interest …

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 …

Efficient dense-field copy–move forgery detection

D Cozzolino, G Poggi… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
We propose a new algorithm for the accurate detection and localization of copy-move
forgeries, based on rotation-invariant features computed densely on the image. Dense-field …

MFC datasets: Large-scale benchmark datasets for media forensic challenge evaluation

H Guan, M Kozak, E Robertson, Y Lee… - 2019 IEEE Winter …, 2019 - ieeexplore.ieee.org
We provide a benchmark for digital Media Forensics Challenge (MFC) evaluations. Our
comprehensive data comprises over 176,000 high provenance (HP) images and 11,000 HP …