AI RESEARCH

Navigating the Challenges of AI-Generated Image Detection in the Wild: What Truly Matters?

arXiv CS.CV

ArXi:2507.10236v2 Announce Type: replace As generative Artificial Intelligence (AI) advances, the realism of AI generated imagery has reached a threshold capable of deceiving even vigilant human observers. Yet, while current AI-generated Image Detection (AID) approaches perform exceptionally well on controlled benchmark datasets, they struggle significantly with real-world cases. To study this behavior we