19. A non-transitory computer-readable storage medium storing executable computer program instructions for: recognizing, with one or more computing devices, one or more text strings in each of a plurality of geo-tagged images, each of the plurality of geo-tagged images indicating a geographical location associated with its corresponding geo-tagged image; identifying, with the one or more computing devices, one or more establishments associated with the geographical locations of the plurality of geo-tagged images; for at least one specific establishment of the one or more establishments: (i) extracting, with the one or more computing devices, one or more phrases from information associated with the specific establishment; (ii) comparing, with the one or more computing devices, the one or more text strings recognized in the plurality of geo-tagged images with the extracted one or more phrases to derive one or more matches; and (iii) selecting, with the one or more computing devices, a representative geo-tagged image for the specific establishment from among the plurality of geo-tagged images based at least in part on one or more matches of a specific geo-tagged image with the specific establishment.
20. The storage medium of claim 19 , wherein: each of the one or more matches comprises an approximate match between a specific text string of the one or more text strings and a specific phrase of the extracted one or more phrases, and scoring each of the one or more image-establishment pairs comprises assigning a score to a specific image-establishment pair based on one or more of the following factors: (i) an information field from which the specific phrase is extracted, (ii) a confidence measuring an accuracy of the recognized specific text string, (iii) a prevalence of the specific phrase in a language of the specific phrase, (iv) a prevalence of the specific phrase in the geographical area corresponding to the specific geo-tagged image, and (v) a distance between the geographical area corresponding to the specific geo-tagged image and a location of the specific establishment.