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In this paper, we investigate the effectiveness of various distance-based similarity measures, including the well-known similarity measure Earth Mover's Distance (EMD), and the recently introduced Independent Minimization for Signatures (IM-Sig) on large-scale signature databases. We conduct experiments on eight different databases comprising near-duplicate video clips generated via various edit tasks...
It has been past more than a decade since the Earth Mover's Distance and the Quadratic Form Distance have been proposed as distance-based similarity measures for color-based image similarity. Ever since their utilization in various domains, they have developed into major general-purpose distance functions. In this paper, we subject both dissimilarity measures to a fundamental analytical and empirical...
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