AI RESEARCH

Lost in the Vibrations: Vision Language Models Fail the Dynamic Gauges Test

arXiv CS.CV

ArXi:2604.22829v1 Announce Type: new The digital transformation of industrial manufacturing increasingly relies on the ability of autonomous robots to interact with legacy infrastructure, particularly analog gauges. While Vision-Language Models (VLMs) have nstrated potential in zero-shot instrument recognition, their deployment in measurement systems remains constrained by an inherent inability to accurately analyze high-frequency temporal events and needle vibrations.