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 comprehensive review of deep-learning-based methods for image forensics

I Castillo Camacho, K Wang - Journal of imaging, 2021 - mdpi.com
Seeing is not believing anymore. Different techniques have brought to our fingertips the
ability to modify an image. As the difficulty of using such techniques decreases, lowering the …

PSCC-Net: Progressive spatio-channel correlation network for image manipulation detection and localization

X Liu, Y Liu, J Chen, X Liu - … on Circuits and Systems for Video …, 2022 - ieeexplore.ieee.org
To defend against manipulation of image content, such as splicing, copy-move, and
removal, we develop a Progressive Spatio-Channel Correlation Network (PSCC-Net) to …

Mantra-net: Manipulation tracing network for detection and localization of image forgeries with anomalous features

Y Wu, W AbdAlmageed… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
To fight against real-life image forgery, which commonly involves different types and
combined manipulations, we propose a unified deep neural architecture called ManTra-Net …

Fighting fake news: Image splice detection via learned self-consistency

M Huh, A Liu, A Owens… - Proceedings of the …, 2018 - openaccess.thecvf.com
Advances in photo editing and manipulation tools have made it significantly easier to create
fake imagery, highlighting the need for better visual forensics algorithms. However, learning …

Edge-aware regional message passing controller for image forgery localization

D Li, J Zhu, M Wang, J Liu, X Fu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Digital image authenticity has promoted research on image forgery localization. Although
deep learning-based methods achieve remarkable progress, most of them usually suffer …

Robust image forgery detection over online social network shared images

H Wu, J Zhou, J Tian, J Liu - Proceedings of the IEEE/CVF …, 2022 - openaccess.thecvf.com
The increasing abuse of image editing softwares, such as Photoshop and Meitu, causes the
authenticity of digital images questionable. Meanwhile, the widespread availability of online …

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 …

IID-Net: Image inpainting detection network via neural architecture search and attention

H Wu, J Zhou - IEEE Transactions on Circuits and Systems for …, 2021 - ieeexplore.ieee.org
Deep learning (DL) has demonstrated its powerful capabilities in the field of image
inpainting, which could produce visually plausible results. Meanwhile, the malicious use of …

A detailed analysis of image and video forgery detection techniques

S Tyagi, D Yadav - The Visual Computer, 2023 - Springer
With the recent advancement in modern technology, one can easily manipulate a digital
image or video using computer software or a mobile application. The purpose of editing …