Can VLMs Unlock Semantic Anomaly Detection? A Framework for Structured Reasoning

Roberto Brusnicki, David Pop, Yuan Gao +2

Autonomous driving systems remain critically vulnerable to the long-tail of rare, out-of-distribution semantic anomalies. While VLMs have emerged as promising tools for perception,…