7. A computer system for identifying a representative geo-tagged image for an establishment, comprising: a non-transitory computer-readable storage medium comprising executable computer program code for: recognizing text strings in a plurality of geo-tagged images, identifying an establishment near geographic locations specified by geo-tags of the plurality of geo-tagged images, extracting a plurality of phrases from information associated with the establishment, comparing text strings recognized in the plurality of geo-tagged images with the extracted phrases to derive one or more matches between the text strings and the phrases, scoring a plurality of image-establishment pairs responsive to the comparisons, an image-establishment pair pairing a geo-tagged image having a recognized text string that matches a phrase extracted from information associated with the establishment, and selecting a representative geo-tagged image for the establishment from among the plurality of image-establishment pairs responsive to the scores; and a processor for executing the executable computer program code.
7. A computer system for identifying a representative geo-tagged image for an establishment, comprising: a non-transitory computer-readable storage medium comprising executable computer program code for: recognizing text strings in a plurality of geo-tagged images, identifying an establishment near geographic locations specified by geo-tags of the plurality of geo-tagged images, extracting a plurality of phrases from information associated with the establishment, comparing text strings recognized in the plurality of geo-tagged images with the extracted phrases to derive one or more matches between the text strings and the phrases, scoring a plurality of image-establishment pairs responsive to the comparisons, an image-establishment pair pairing a geo-tagged image having a recognized text string that matches a phrase extracted from information associated with the establishment, and selecting a representative geo-tagged image for the establishment from among the plurality of image-establishment pairs responsive to the scores; and a processor for executing the executable computer program code. 12. The computer system of claim 7 , wherein a plurality of establishments are identified near geographic locations specified by geo-tags of the plurality of geo-tagged images, a plurality of phrases are extracted from information associated with the establishments, the text strings are compared with the plurality of extracted phrases to derive a plurality of matches between the text strings and the phrases to produce the plurality of image-establishment pairs, and representative geo-tagged images are selected for the plurality of establishments from among the plurality of image-establishment pairs responsive to the scores.