Cascading multi-agent anomaly detection in surveillance systems via vision-language models and embedding-based classification

Tayyab Rehman, Giovanni De Gasperis, Aly Shmahell

Intelligent anomaly detection in dynamic visual environments requires reconciling real-time performance with semantic interpretability. Conventional approaches address only fragmen…