Modeling the differential response of real versus AI-generated images under secondary generative transformations yields state-of-the-art cross-generator detection on 19 unseen models.
A com- prehensive survey, large-scale empirical study, and future in- sights on generalization, robustness, and explainability of ai- generated image detection.SSRN, 2026
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Do Transformations Reveal the Truth? Generative Residual Learning for Generalized AI-Generated Image Detection
Modeling the differential response of real versus AI-generated images under secondary generative transformations yields state-of-the-art cross-generator detection on 19 unseen models.