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Simon Willison:
Found in Space identifies what part of the night sky your flickr photo is looking at. Which is pretty darn cool.
Even better, they have a link to a paper describing the
scale and rotation invariant hashing algorithm[PDF] they used.
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I either dreamed about or actually read about someone who had used this sort of idea to do rough geolocation of photos in the daytime as well. There's something about a daytime-visible moon in the photo making geolocation much simpler, but I forget what/how/why/if it's not a dream.
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