Described herein is a method for identifying an ambulatory subject based on video analysis of the subject's gait. The method includes: acquiring a sequence of images that collectively captures the gait of the subject; determining a collection of features from the sequence of images representative of the gait; and identifying the subject based on the features. In one exemplary implementation, the subject is identified based on the features of cadence, stride length, and height parameters.