InSituMeasure: Probing Situated Measurement Grounding in Industrial Scenes with Multimodal Large Language Models

Chao Shen, Xinyuan Li, Yunfan Zhou +4

For trained operators, gauge reading requires little specialized knowledge, low cognitive effort, and high repeatability. Yet Multimodal Large Language Models (MLLMs) remain unreli…