In a method for automatically and scalably selecting images from an image collection for inclusion in a photo album, an initial pagination arrangement containing a subset of all of the images contained in the image collection is identified. In addition, a determination as to whether the initial number of pages of the initial pagination arrangement is equivalent to a desired number of pages is made and the initial pagination arrangement is modified in an automatic and scalable manner in response to the initial number of pages differing from the desired number of pages.