MDTL-NET: Computer-generated image detection based on multi-scale deep texture learning

Q Xu, S Jia, X Jiang, T Sun, Z Wang, H Yan - Expert Systems with …, 2024 - Elsevier
Distinguishing between computer-generated (CG) and natural photographic (PG) images is
of great importance to verify the authenticity and originality of digital images. However, the …

Detect with Style: A Contrastive Learning Framework for Detecting Computer-Generated Images

G Karantaidis, C Kotropoulos - Information, 2024 - mdpi.com
The detection of computer-generated (CG) multimedia content has become of utmost
importance due to the advances in digital image processing and computer graphics …

Color Patterns And Enhanced Texture Learning For Detecting Computer-Generated Images

Q Xu, D Xu, H Wang, J Yuan, Z Wang - The Computer Journal, 2024 - academic.oup.com
Detection of computer-generated (CG) images can reveal the authenticity and originality of
digital images. However, recent cutting-edge image generation methods make it very difficult …

Simple Methods for Improving the Forensic Classification between Computer-Graphics Images and Natural Images

Y Bouhamidi, K Wang - Forensic Sciences, 2024 - mdpi.com
From the information forensics point of view, it is important to correctly classify between
natural images (outputs of digital cameras) and computer-graphics images (outputs of …

Photorealism versus photography. AI-generated depiction in the age of visual disinformation

L Hausken - Journal of Aesthetics & Culture, 2024 - Taylor & Francis
In the spring of 2023, we witnessed a breakthrough in the development of AI-generated
images accessible to the general public. Pictures of Pope Francis wearing a stylishly long …

AI vs. Human Vision: A Comparative Analysis for Distinguishing AI-Generated and Natural Images

R Purohit, Y Sane, D Vaishampayan… - … on Advances in …, 2024 - ieeexplore.ieee.org
Today's data-driven generation has led to remarkable advancements in technology.
However, as there are two sides to a coin, technology too has both its advantages and …

Comprehensive Analysis of Natural Images and Synthetic Images

GR Naidu, CS Rao - 2024 International Conference on …, 2024 - ieeexplore.ieee.org
N atural photos depict real-world scenes, including still images and videos captured by
cameras. They are drawn from elements of nature such as colors, textures and shapes …

Improving the Generalization and Robustness of Computer-Generated Image Detection Based on Contrastive Learning

Y Chen, W Yin, A Luo, J Yang, J Wang - Available at SSRN 4778441 - papers.ssrn.com
With the rapid development of image generation techniques, it becomes much more difficult
to distinguish high-quality computer-generated (CG) images from photographic (PG) …