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Quick Shift is a popular mode-seeking and clustering algorithm. We presentfinite sample statistical consistency guarantees for Quick Shift on mode andcluster recovery under mild distributional assumptions. We then apply ourresults to construct a consistent modal regression algorithm.

On the Consistency of Quick Shift