Follow the Rules (AnomalyRuler)

Survey summary

AnomalyRuler is a rule-based LLM framework for one-class VAD: an induction stage derives normality and anomaly rules from few-shot normal reference frames, and a deduction stage applies them to test frames, aided by rule aggregation, perception smoothing, and robust reasoning.

Unsupervised & Semi-Supervised