Anomaly detection learns what 'normal' looks like and raises an alert when footage departs from it, which suits surveillance and quality control where the failures are rare and varied. It trades precise labels for the ability to catch the unexpected.
The book · Volume 7 of 7
AI for Video: A Complete Guide to Intelligence in Video Products: From Real-Time Pipelines and Agents to Serving, Cost, Compliance, and Verticals
Anomaly detection catches rare events such as falls, intrusions and defects without a labelled example of each, but its false-alarm rate decides whether operators trust it. Volume 7 covers it in detail through real-time pipelines, serving with Triton and TensorRT, cost per stream-hour and vertical playbooks, so you can put anomaly detection into production. Written by Nikolay Sapunov, CEO at Fora Soft.
Anomaly detection flagging too much, or missing the events that matter?
Send us sample footage and the events you care about, and we will recommend an anomaly detection approach with expected false-alarm rates and serving cost. 250+ video products shipped since 2005.
