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D. Cozzolino

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Preprint Aug 2026

Anchor-Regularized Adaptation for Generalizable AI-Generated Image Detection with DINOv3

This work proposes Anchor-Regularized Adaptation (ARA), a method that applies Low-Rank Adaptation to capture pixel-level artifacts while leveraging a frozen anchor classifier to avoid deviations from the original representation structure, and achieves state-of-the-art performance on nine diverse and challenging benchma...

Hyeongjun Choi, Juhun Lee, D. Cozzolino et al. · 1 citation · ⚡1
Preprint Aug 2026

Understanding Why Foundation Models Work for Diffusion-Generated Image Detection

This work investigates what cues are exploited by foundation-model-based detectors to distinguish real images from diffusion-generated ones and suggests that foundation-model-based detectors succeed by capturing non-semantic low-to-mid frequency distributional discrepancies between real and diffusion-generated images.

D. Cozzolino, G. Poggi, L. Verdoliva · 0 citations

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