See this popular work from 2009, "Building Rome in a Day": http://grail.cs.washington.edu/rome/
Quoting: "The data set consists of 150,000 images from Flickr.com associated with the tags "Rome" or "Roma". Matching and reconstruction took a total of 21 hours on a cluster with 496 compute cores. Upon matching, the images organized themselves into a number of groups corresponding to the major landmarks in the city of Rome. Amongst these clusters can be found the Colosseum, St. Peter's Basilica, Trevi Fountain and the Pantheon."