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Collage Prompting: Budget-Friendly Visual Recognition with GPT-4V
March 19, 2024, 4:49 a.m. | Siyu Xu, Yunke Wang, Daochang Liu, Chang Xu
cs.CV updates on arXiv.org arxiv.org
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
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