Collage Prompting: Budget-Friendly Visual Recognition with GPT-4V

arXiv:2403.11468v1 Announce Type: new
Abstract: Recent advancements in generative AI have suggested that by taking visual prompt, GPT-4V can demonstrate significant proficiency in image recognition task. Despite its impressive capabilities, the financial cost associated with GPT-4V's inference presents a substantial barrier for its wide use. To address this challenge, our work introduces Collage Prompting, a budget-friendly prompting approach that concatenates multiple images into a single visual input. With collage prompt, GPT-4V is able to perform image recognition on several images …

abstract arxiv budget capabilities challenge cost cs.ai cs.cv financial generative gpt gpt-4v image image recognition inference prompt prompting recognition type visual work