You barely even have to take the photo!

Abstract
What can you do with a million images? In this paper we present a new image completion algorithm powered by a huge database of photographs gathered from the Web. The algorithm patches up holes in images by finding similar image regions in the database that are not only seamless but also semantically valid.
Wow. That might be enough to make my meager photography skills respectable. More info here.
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