ODP-Net structurally disentangles universal forgery traces from generator fingerprints and semantics via orthogonal decomposition and purification, delivering state-of-the-art generalization to unseen AI image generators such as Stable Diffusion 3.
Forgery- aware adaptive transformer for generalizable synthetic image detection
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Decoupling Semantics and Fingerprints: A Universal Representation for AI-Generated Image Detection
ODP-Net structurally disentangles universal forgery traces from generator fingerprints and semantics via orthogonal decomposition and purification, delivering state-of-the-art generalization to unseen AI image generators such as Stable Diffusion 3.