Ferret-UI: Grounded Mobile UI Understanding with Multimodal LLMs

arXiv:2404.05719v1 Announce Type: new
Abstract: Recent advancements in multimodal large language models (MLLMs) have been noteworthy, yet, these general-domain MLLMs often fall short in their ability to comprehend and interact effectively with user interface (UI) screens. In this paper, we present Ferret-UI, a new MLLM tailored for enhanced understanding of mobile UI screens, equipped with referring, grounding, and reasoning capabilities. Given that UI screens typically exhibit a more elongated aspect ratio and contain smaller objects of interest (e.g., icons, texts) …

abstract arxiv cs.cl cs.cv cs.hc domain ferret general language language models large language large language models llms mllm mllms mobile multimodal multimodal llms paper type understanding