1. A gesture recognition method comprising: receiving, at a processor, an input stream of image frames depicting an articulating entity; computing features from individual ones of the image frames and sending the computed features to a trained machine learning system; and receiving in response at least one gesture class from a plurality of possible gesture classes; wherein the individual ones of the image frames are fewer than a number of the image frames depicting a complete gesture of the gesture class made by the articulated entity.