AI RESEARCH
DINOv3 Beats Specialized Detectors: A Simple Foundation Model Baseline for Image Forensics
arXiv CS.CV
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ArXi:2604.16083v1 Announce Type: new With the rapid advancement of deep generative models, realistic fake images have become increasingly accessible, yet existing localization methods rely on complex designs and still struggle to generalize across manipulation types and imaging conditions. We present a simple but strong baseline based on DINOv3 with LoRA adaptation and a lightweight convolutional decoder.