An overview of recent work in media forensics: Methods and threats

K Bhagtani, AKS Yadav, ER Bartusiak, Z Xiang… - arXiv preprint arXiv …, 2022 - arxiv.org
In this paper, we review recent work in media forensics for digital images, video, audio
(specifically speech), and documents. For each data modality, we discuss synthesis and …

Self-supervised image local forgery detection by JPEG compression trace

X Bi, W Yan, B Liu, B Xiao, W Li, X Gao - Proceedings of the AAAI …, 2023 - ojs.aaai.org
For image local forgery detection, the existing methods require a large amount of labeled
data for training, and most of them cannot detect multiple types of forgery simultaneously. In …

Copy-move Forgery Detection using SIFT and DWT detection Techniques

R Singh, S Verma, SA Yadav… - 2022 3rd International …, 2022 - ieeexplore.ieee.org
Copy-Move forgery practices are defamatory tampering processes, affecting digital images.
Such practices have become much more common nowadays because of the advent of …

Towards JPEG-resistant image forgery detection and localization via self-supervised domain adaptation

Y Rao, J Ni, W Zhang, J Huang - IEEE Transactions on Pattern …, 2022 - ieeexplore.ieee.org
With wide applications of image editing tools, forged images (splicing, copy-move, removal
and etc.) have been becoming great public concerns. Although existing image forgery …

Rethinking image forgery detection via contrastive learning and unsupervised clustering

H Wu, Y Chen, J Zhou - arXiv preprint arXiv:2308.09307, 2023 - arxiv.org
Image forgery detection aims to detect and locate forged regions in an image. Most existing
forgery detection algorithms formulate classification problems to classify pixels into forged or …

A systematic literature review on image splicing detection and localization using emerging technologies

M Dutta, J Saini - Multimedia Tools and Applications, 2024 - Springer
Computer vision applications involving digital forensic investigations widely use digital
images as legal documentary proof. Ensuring the authenticity and reliability of digital images …

UVL: a unified framework for video tampering localization

P Pei, X Zhao, J Li, Y Cao - arXiv preprint arXiv:2309.16126, 2023 - arxiv.org
With the development of deep learning technology, various forgery methods emerge
endlessly. Meanwhile, methods to detect these fake videos have also achieved excellent …

General forensics for aligned double jpeg compression based on the quantization interference

H Wang, J Wang, J Zhang, X Luo, B Ma… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Detection of aligned double Joint Photographic Experts Group (JPEG) compressed images
is a crucial area of research within the field of digital image forensics. The detection tasks for …

Image splicing region localization with adaptive multi-feature filtration

J Hou, X Wang, R Han, M Jia, D Liu, Q Yu… - Expert Systems with …, 2024 - Elsevier
With the proliferation of retouching software, the detrimental effects of malicious image
tampering are becoming more prevalent. In this study, we propose an adaptive method …

Deep learning for multimedia forensics

I Amerini, A Anagnostopoulos… - … and Trends® in …, 2021 - nowpublishers.com
In the last two decades, we have witnessed an immense increase in the use of multimedia
content on the internet, for multiple applications ranging from the most innocuous to very …