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An analysis of recent advances in deepfake image detection in an evolving threat landscape
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 …
online platforms. This has triggered several research efforts to accurately detect deepfake …
Identifying and mitigating the security risks of generative ai
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 …
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
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 …
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
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 …
GANs and Diffusions has significantly heightened the susceptibility to misuse. While the …
Online detection of ai-generated images
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 …
difficult to distinguish traditionally-sourced images (eg, photos, artwork) from AI-generated …
Raising the Bar of AI-generated Image Detection with CLIP
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 …
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
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 …
they are often regarded as trustworthy sources of information. However, there is a growing …