Area and Length Preserving Geometric Invariant Scale-Spaces

Allen Tannenbaum, Guillermo Sapiro

Research output: Contribution to journalArticlepeer-review

82 Scopus citations

Abstract

In this paper, area preserving multi-scale representations of planar curves are described. This allows smoothing without shrinkage at the same time preserving all the scale-space properties. The representations are obtained deforming the curve via geometric heat flows while simultaneously magnifying the plane by a homethety which keeps the enclosed area constant When the Euclidean geometric heat flow is used, the resulting representation is Euclidean invariant, and similarly it is affine invariant when the affine one is used. The flows are geometrically intrinsic to the curve, and exactly satisfy all the basic requirements of scale-space representations. In the case of the Euclidean heat flow, it is completely local as well. The same approach is used to define length preserving geometric flows. A similarity (scale) invariant geometric heat flow is studied as well in this work.

Original languageEnglish (US)
Pages (from-to)67-72
Number of pages6
JournalIEEE Transactions on Pattern Analysis and Machine Intelligence
Volume17
Issue number1
DOIs
StatePublished - Jan 1995
Externally publishedYes

All Science Journal Classification (ASJC) codes

  • Software
  • Computer Vision and Pattern Recognition
  • Computational Theory and Mathematics
  • Artificial Intelligence
  • Applied Mathematics

Keywords

  • area/length preserving smoothing
  • differential geometry
  • Euclidean-affine-similarity geometric flows
  • geometric heat equations
  • invariant scale-spaces
  • non-shrinking flows

Fingerprint

Dive into the research topics of 'Area and Length Preserving Geometric Invariant Scale-Spaces'. Together they form a unique fingerprint.

Cite this