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Geometric Curve Evolution and Image Processing
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Geometric Curve Evolution and Image Processing

Geometric Curve Evolution and Image Processing

Frédéric Cao

198 pages, parution le 10/03/2003

Résumé

In image processing, "motions by curvature" provide an efficient way to smooth curves representing the boundaries of objects. In such a motion, each point of the curve moves, at any instant, with a normal velocity equal to a function of the curvature at this point. This book is a rigorous and self-contained exposition of the techniques of "motion by curvature". The approach is axiomatic and formulated in terms of geometric invariance with respect to the position of the observer. This is translated into mathematical terms, and the author develops the approach of Olver, Sapiro and Tannenbaum, which classifies all curve evolution equations. He then draws a complete parallel with another axiomatic approach using level-set methods: this leads to generalized curvature motions. Finally, novel, and very accurate, numerical schemes are proposed allowing one to compute the solution of highly degenerate evolution equations in a completely invariant way. The convergence of this scheme is also proved.

Contents

Part I. The curve smoothing problem
  • Curve evolution and image processing
  • Rudimentary bases of curve geometry
Part II. Theoretical curve evolution
  • Geometric curve shortening flow
  • Curve evolution and level sets
Part III. Numerical curve evolution
  • Classical numerical methods for curve evolution
  • A geometrical scheme for curve evolution
Conclusion and perspectives
A. Proof of Thm. 4.34

L'auteur - Frédéric Cao

IRISA / INRIA, Rennes, France

Caractéristiques techniques

  PAPIER
Éditeur(s) Springer
Auteur(s) Frédéric Cao
Parution 10/03/2003
Nb. de pages 198
Format 15,5 x 23,5
Couverture Broché
Poids 301g
Intérieur Noir et Blanc
EAN13 9783540004028

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