Core Concepts
AI-generated image detection relies on texture patches to identify fake images across various generative models.
Stats
Figure 1. We conduct a comprehensive AI-generated image detection benchmark, including 16 kinds of prevalent generative models [3, 6, 9, 15, 19–21, 31, 33, 39, 52] and commercial APIs [37, 50] like Midjourney [30].
Our approach outperforms the state-of-the-art detector about 4% over average detection accuracy.
Quotes
"Texture patches of images reveal more traces left by generative models compared to global semantic information."
"Synthesizing realistic rich texture regions proves to be more challenging for existing generative models."