Mixture of Low-rank Experts for Transferable AI-Generated Image Detection

arXiv:2404.04883v1 Announce Type: new
Abstract: Generative models have shown a giant leap in synthesizing photo-realistic images with minimal expertise, sparking concerns about the authenticity of online information. This study aims to develop a universal AI-generated image detector capable of identifying images from diverse sources. Existing methods struggle to generalize across unseen generative models when provided with limited sample sources. Inspired by the zero-shot transferability of pre-trained vision-language models, we seek to harness the nontrivial visual-world knowledge and descriptive proficiency of …

ai-generated image arxiv cs.cv detection experts generated image image detection low type