Patent · US Active

Method and system for finding structures in multi-dimensional spaces using image-guided clustering

US7406200B1 · kind B1 · utility

18Cited by
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5Claims
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Key dates

Filing dateJan 8, 2008
Grant dateJul 29, 2008
Priority date
Expiry dateJan 8, 2028

Classification

  • Technology area (CPC Y)Emerging Cross-Sectional Technologies
  • CPC primaryY10S707/99945
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

A method is provided clustering data points in a multidimensional dataset in a multidimensional image space that comprises generating a multidimensional image from the multidimensional dataset; generating a pyramid of multidimensional images having varying resolution levels by successively performing a pyramidal sub-sampling of the multidimensional image; identifying data clusters at each resolution level of the pyramid by applying a set of perceptual grouping constraints; and determining levels of a clustering hierarchy by identifying each salient bend in a variation curve of a magnitude of identified data clusters as a function of pyramid resolution level.

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