Detecting AI-Generated Images via CLIP

arXiv:2404.08788v1 Announce Type: cross
Abstract: As AI-generated image (AIGI) methods become more powerful and accessible, it has become a critical task to determine if an image is real or AI-generated. Because AIGI lack the signatures of photographs and have their own unique patterns, new models are needed to determine if an image is AI-generated. In this paper, we investigate the ability of the Contrastive Language-Image Pre-training (CLIP) architecture, pre-trained on massive internet-scale data sets, to perform this differentiation. We fine-tune …

abstract ai-generated image ai-generated images arxiv become clip cs.cv cs.lg generated image images patterns photographs type via