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Detecting AI-Generated Images via CLIP
April 16, 2024, 4:42 a.m. | A. G. Moskowitz, T. Gaona, J. Peterson
cs.LG updates on arXiv.org arxiv.org
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 …
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