1. A method for biometric identification for use with a computing device, the method comprising: capturing via a camera a temporal sequence of images of a face of a user at each of a series of locations within a three-dimensional interaction space monitored by a camera associated with a computing device; extracting one or more face descriptors from the images; generating a biometric template compiling the one or more face descriptors; and storing the biometric template of the user in a data store.