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We present a technique for separating foreground objects from the background in a video. Our method is fast, fully automatic, and makes minimal assumptions about the video. This enables handling essentially unconstrained settings, including rapidly moving background, arbitrary object motion and appearance, and non-rigid deformations and articulations. In experiments on two datasets containing over 1400 video shots, our method outperforms a state-of-theart background subtraction technique  asdoi:10.1109/iccv.2013.223 dblp:conf/iccv/PapazoglouF13 fatcat:oi2tmxdxffghxpfopduxzwyrpu