Finger-based identification systems and methods are described. In one aspect, a two-dimensional fingerprint image of a person's finger contacting an input surface is captured. Finger trace data is captured from movement of the person's finger over the input surface. Based on the captured two-dimensional fingerprint image and the captured finger trace data, a determination is made whether the person corresponds to an enrolled person.