Ferret-UI: Multimodal Large Language Model for Mobile User Interface Understanding
Artificial Intelligence
Artificial GUI Interaction
Mobile Applications
The paper explores Ferret-UI, a multimodal large language model specifically designed for understanding mobile UI screens. It introduces innovations like referring, grounding, and reasoning tasks, along with a comprehensive dataset of UI tasks and a benchmark for evaluation.
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About this paper
Ferret-UI is the first UI-centric MLLM capable of executing referring, grounding, and reasoning tasks, making it adept at identifying specific UI elements, understanding relationships, and deducing overall screen function. It breaks down screens into sub-images using the ‘any resolution’ approach, providing detailed understanding of UI elements and interactions.