Decoupling Semantics and Fingerprints: A Universal Representation for AI-Generated Image Detection

Zhiyuan Wang, Yanxiang Chen, Pengcheng Zhao +2

Detecting AI-generated images across unseen architectures remains challenging, as existing models often overfit to generator-specific fingerprints and semantic content rather than…