AI RESEARCH

Fully AI-Generated Image Detection: Definition, Recent Advances and Challenges

arXiv CS.LG

ArXi:2502.19716v2 Announce Type: replace-cross Recent advances in visual generative models have enabled the creation of highly realistic, fully AI-generated images without relying on real source content. While beneficial for many applications, these models also pose significant societal risks, as they can be easily exploited to produce convincing Deepfakes. Detecting them represents a foundational yet challenging problem in AI media forensics, requiring detectors to reliably extract the inherent artifacts imprinted by generative architectures.