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The Magnetic Lasso Algorithm
I've been doing some machine vision research lately and needed an algorithm for finding contiguous image segments. This helped me out greatly.
(sidenote: I'm pretty sure these guys developed the "magic lasso" algorithm you see in photoshop.)