1. A computer-implemented method comprising: storing user profiles for each of a plurality of users of a social networking system; storing information for each of a plurality of objects in the social networking system; storing a plurality of connections between each of the plurality of the users and the other users or objects in the social networking system; accessing a plurality of images provided by a posting user of the plurality of users; receiving a request from a viewing user of the plurality of users to access an album, the album comprising a set of images selected from the plurality of images; identifying one or more tagged objects in the images in the album, where a tagged object is an object of the plurality of objects in the social networking system; computing a score for one or more of the plurality of images, where the score for an image is based at least in part on an association between information from a user profile of the viewing user and the one or more tagged objects in the image; selecting a subset of the plurality of images based on the computed scores; and sending for display to the viewing user an album, the album comprising the selected subset of the plurality of images.