UrbanGems is a little hot-or-not style site that asks you to pick, from two photos, which shows the prettier scene. This data yielded an algorithm for automatically measuring the beauty of street scenes in photos from Flickr, which is now being used to develop a mapping algorithm which will find not the shortest but the most scenic route from one place to another.
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