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Entering the search term Rome on Flickr returns more than two million photographs . This collection represents an increasingly complete photographic record of the city, capturing every popular site, facade, interior, fountain, sculpture, painting, cafe, and so forth. It also offers us an unprecedented opportunity to richly capture, explore and study the three dimensional shape of the city. In this project, we consider the problem of reconstructing entire cities from images harvested from the web.