An analysis of recent advances in deepfake image detection in an evolving threat landscape

SM Abdullah, A Cheruvu, S Kanchi… - … IEEE Symposium on …, 2024 - ieeexplore.ieee.org
Deepfake or synthetic images produced using deep generative models pose serious risks to
online platforms. This has triggered several research efforts to accurately detect deepfake …

Identifying and mitigating the security risks of generative ai

C Barrett, B Boyd, E Bursztein, N Carlini… - … and Trends® in …, 2023 - nowpublishers.com
Every major technical invention resurfaces the dual-use dilemma—the new technology has
the potential to be used for good as well as for harm. Generative AI (GenAI) techniques, such …

Intriguing properties of synthetic images: from generative adversarial networks to diffusion models

R Corvi, D Cozzolino, G Poggi… - Proceedings of the …, 2023 - openaccess.thecvf.com
Detecting fake images is becoming a major goal of computer vision. This need is becoming
more and more pressing with the continuous improvement of synthesis methods based on …

Rethinking the up-sampling operations in cnn-based generative network for generalizable deepfake detection

C Tan, Y Zhao, S Wei, G Gu, P Liu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Recently the proliferation of highly realistic synthetic images facilitated through a variety of
GANs and Diffusions has significantly heightened the susceptibility to misuse. While the …

Online detection of ai-generated images

DC Epstein, I Jain, O Wang… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
With advancements in AI-generated images coming on a continuous basis, it is increasingly
difficult to distinguish traditionally-sourced images (eg, photos, artwork) from AI-generated …

Raising the Bar of AI-generated Image Detection with CLIP

D Cozzolino, G Poggi, R Corvi… - Proceedings of the …, 2024 - openaccess.thecvf.com
The aim of this work is to explore the potential of pre-trained vision-language models (VLMs)
for universal detection of AI-generated images. We develop a lightweight detection strategy …

Seeing is not always believing: Benchmarking human and model perception of ai-generated images

Z Lu, D Huang, L Bai, J Qu, C Wu… - Advances in Neural …, 2023 - proceedings.neurips.cc
Photos serve as a way for humans to record what they experience in their daily lives, and
they are often regarded as trustworthy sources of information. However, there is a growing …

Towards the detection of diffusion model deepfakes

J Ricker, S Damm, T Holz, A Fischer - ar** a universal deepfake detector that can
effectively identify unseen deepfake images despite limited training data. Existing frequency …