UniShield: An Adaptive Multi-Agent Framework for Unified Forgery Image Detection and Localization.

arXiv:2510.03161v4 Announce Type: replace-cross Abstract: With the rapid advancements in image generation, synthetic images have become increasingly realistic, posing significant societal risks, such as misinformation and fraud. Forgery Image Detection and Loc