Juhun Lee

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...