Iteratively Prompting Multimodal LLMs to Reproduce Natural and AI-Generated Images

arXiv:2404.13784v1 Announce Type: cross
Abstract: With the digital imagery landscape rapidly evolving, image stocks and AI-generated image marketplaces have become central to visual media. Traditional stock images now exist alongside innovative platforms that trade in prompts for AI-generated visuals, driven by sophisticated APIs like DALL-E 3 and Midjourney. This paper studies the possibility of employing multi-modal models with enhanced visual understanding to mimic the outputs of these platforms, introducing an original attack strategy. Our method leverages fine-tuned CLIP models, a …

abstract ai-generated image ai-generated images ai-generated visuals apis arxiv become cs.cl cs.cr cs.cv dall dall-e dall-e 3 digital generated image images landscape llms marketplaces media midjourney multimodal multimodal llms natural paper platforms prompting prompts stock stock images stocks trade type visual visuals