LongShortWay develops innovative machine learning algorithms & systems for surveillance applications. We detect and characterize activities in GMTI radar and motion imagery data. We specialize in machine learning algorithms that learn from a small number of training samples provided by application experts: one sample learning, one class classifier, learning under privileged information.