Reconstruction-based detectors for diffusion-generated images are highly vulnerable to adversarial perturbations that collapse detection accuracy to near zero, with transferable attacks across models and limited help from standard defenses.
In: CVPR (2022) 2, 3, 5, 7, 18
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Fragile Reconstruction: Adversarial Vulnerability of Reconstruction-Based Detectors for Diffusion-Generated Images
Reconstruction-based detectors for diffusion-generated images are highly vulnerable to adversarial perturbations that collapse detection accuracy to near zero, with transferable attacks across models and limited help from standard defenses.