1. A method, comprising: identifying at least one named entity; retrieving a set of three or more images associated with the at least one named entity, each of the images in the set including an associated textual description that includes at least a portion of a name of the named entity; performing face detection on the retrieved images to detect faces in the retrieved images, wherein the face detection is performed using a face detection algorithm; identifying at least one representative face image from the retrieved images including comparing each detected face to other detected faces, where identifying the representative face image includes identifying the representative face image as the image that contains the detected face that matches a greatest number of the other of the detected faces; and using the at least one representative face image to identify one or more additional images representing the at least one named entity from images not included in the set.