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Cost Matrix for Histograms Common Interface

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EMD-L1

Computes the “minimal work” distance between two weighted point configurations base on the papers “EMD-L1: An efficient and Robust Algorithm for comparing histogram-based descriptors”, by Haibin Ling and Kazunori Okuda; and “The Earth Mover’s Distance is the Mallows Distance: Some Insights from Statistics”, by Elizaveta Levina and Peter Bickel.

C++: float EMDL1(InputArray signature1, InputArray signature2)
Parameters:
  • signature1 – First signature, a single column floating-point matrix. Each row is the value of the histogram in each bin.
  • signature2 – Second signature of the same format and size as signature1.