arxivcs.CVcs.CR2026-07-07
Generalized Synthetic Image Detection with Enhanced RGB-Noise Representation Learning
Zhen Li, Gang Cao, Tian Zhang, Lifang Yu, Shaowei Weng
The rapid advancement of large-scale generative models has accelerated the spread of highly deceptive AI-generated images, making generalized synthetic image detection a critical imperative. Existing forensic networks often struggle with cross-model generalization and realworld d…