Benchmarking Compact VLMs for Clip-Level Surveillance Anomaly Detection Under Weak Supervision

Kirill Borodin, Kirill Kondrashov, Nikita Vasiliev +4

CCTV safety monitoring demands anomaly detectors combine reliable clip-level accuracy with predictable per-clip latency despite weak supervision. This work investigates compact vis…