An account management system identifies a user near a location from among a plurality of facial images. An account management system establishes a facial template for a user based on an image of the user. When the user is approaching a location, the system receives an indication that an identification is desired and receives a plurality of facial images captured by a camera proximate to the location. The system identifies each pupil in a first image of the plurality of facial images and calculates a distance between each pupil. The system compares the calculated distance to a standard distance, the standard distance being a determined distance or distance range between pupils of a person near the location. Based on the comparison, the system determines whether the first image is associated with a user near the location. If not, the method is repeated on one or more other images.