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Our unsupervised networks extract relevant data from imagery through behavioural anomaly detection (Unusual Behaviour) in fluid, busy dynamic environments such as airports, train stations, cities, shopping malls, hospitals, banks, universities etc or advanced motion analysis (TREX) in more static settings where intrusion detection is required such as mining, agriculture, energy and telecom infrastructure installations, industrial or manufacturing facilities etc.