AI RESEARCH
OmniAID: Decoupling Semantic and Artifacts for Universal AI-Generated Image Detection in the Wild
arXiv CS.CV
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ArXi:2511.08423v3 Announce Type: replace A truly universal AI-Generated Image (AIGI) detector must simultaneously generalize across diverse generative models and varied semantic content. Current methods learn a single, entangled forgery representation, conflating content-dependent flaws with content-agnostic artifacts, and are further constrained by outdated benchmarks.