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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 …
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 …
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
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 …
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
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 …
combined manipulations, we propose a unified deep neural architecture called ManTra-Net …
Fighting fake news: Image splice detection via learned self-consistency
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 …
fake imagery, highlighting the need for better visual forensics algorithms. However, learning …
Edge-aware regional message passing controller for image forgery localization
Digital image authenticity has promoted research on image forgery localization. Although
deep learning-based methods achieve remarkable progress, most of them usually suffer …
deep learning-based methods achieve remarkable progress, most of them usually suffer …
Robust image forgery detection over online social network shared images
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 …
authenticity of digital images questionable. Meanwhile, the widespread availability of online …
Image tampering localization using a dense fully convolutional network
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 …
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
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 …
inpainting, which could produce visually plausible results. Meanwhile, the malicious use of …
A detailed analysis of image and video forgery detection techniques
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 …
image or video using computer software or a mobile application. The purpose of editing …