1. A computer-implemented method for determining face similarity, the method comprising: identifying a person from an image; identifying at least one of text or metadata associated with the image; performing a similarity search using the person of the image, in order to identify images of other persons that are similar in appearance to the person in the image; wherein performing the similarity search includes using at least some of the text and metadata to determine one or more classifications for the person in the image.