1. A system for automatically identifying a name of a person in an image, the system comprising: a processor; memory coupled to the processor; an analysis component stored in the memory and operable on the processor to: receive a query including a face image, detect visual features from the face image, collect visually similar images based on the detecting, accumulate text from documents containing the visually similar images, the text in a proximity of the visually similar images, determine a name of a person from the accumulated text; and an output component stored in the memory and operable on the processor to output the name of the person.