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 …

ChatGPT and other large language models are double-edged swords

Y Shen, L Heacock, J Elias, KD Hentel, B Reig, G Shih… - Radiology, 2023 - pubs.rsna.org
rules integrated into its technology. Additionally, users must carefully craft questions or
prompts, providing specific information about a clinical scenario and potential …

Hierarchical fine-grained image forgery detection and localization

X Guo, X Liu, Z Ren, S Grosz… - Proceedings of the …, 2023 - openaccess.thecvf.com
Differences in forgery attributes of images generated in CNN-synthesized and image-editing
domains are large, and such differences make a unified image forgery detection and …

Explicit visual prompting for low-level structure segmentations

W Liu, X Shen, CM Pun, X Cun - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
We consider the generic problem of detecting low-level structures in images, which includes
segmenting the manipulated parts, identifying out-of-focus pixels, separating shadow …

Generalizing face forgery detection with high-frequency features

Y Luo, Y Zhang, J Yan, W Liu - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Current face forgery detection methods achieve high accuracy under the within-database
scenario where training and testing forgeries are synthesized by the same algorithm …

Exploring temporal coherence for more general video face forgery detection

Y Zheng, J Bao, D Chen, M Zeng… - Proceedings of the …, 2021 - openaccess.thecvf.com
Although current face manipulation techniques achieve impressive performance regarding
quality and controllability, they are struggling to generate temporal coherent face videos. In …

Altfreezing for more general video face forgery detection

Z Wang, J Bao, W Zhou, W Wang… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Existing face forgery detection models try to discriminate fake images by detecting only
spatial artifacts (eg, generative artifacts, blending) or mainly temporal artifacts (eg, flickering …

Trufor: Leveraging all-round clues for trustworthy image forgery detection and localization

F Guillaro, D Cozzolino, A Sud… - Proceedings of the …, 2023 - openaccess.thecvf.com
In this paper we present TruFor, a forensic framework that can be applied to a large variety
of image manipulation methods, from classic cheapfakes to more recent manipulations …

Large-capacity image steganography based on invertible neural networks

SP Lu, R Wang, T Zhong… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Many attempts have been made to hide information in images, where the main challenge is
how to increase the payload capacity without the container image being detected as …