Geometric Curve Evolution and Image Processing - Frédéric Cao

Geometric Curve Evolution and Image Processing

(Autor)

Buch | Softcover
X, 194 Seiten
2003 | 2003
Springer Berlin (Verlag)
978-3-540-00402-8 (ISBN)
37,40 inkl. MwSt

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.

Preface.

- Part I. The curve smoothing problem:
1. Curve evolution and image processing;
2. Rudimentary bases of curve geometry.

- Part II. Theoretical curve evolution:
3. Geometric curve shortening flow;
4. Curve evolution and level sets.

- Part III. Numerical curve evolution:
5. Classical numerical methods for curve evolution;
6. A geometrical scheme for curve evolution.

- Conclusion and perspectives.

- A. Proof of Thm. 4.3.4.

- References.

- Index.

Erscheint lt. Verlag 27.2.2003
Reihe/Serie Lecture Notes in Mathematics
Zusatzinfo X, 194 p.
Verlagsort Berlin
Sprache englisch
Maße 155 x 235 mm
Gewicht 312 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Mathematik / Informatik Mathematik Analysis
Mathematik / Informatik Mathematik Geometrie / Topologie
Schlagworte 35K65, 35D05, 53A04, 68U10 • Applied mathematics • computer vision • Curvature • Image Processing • Numerical analysis • Partial differential equations • Partielle Differenzialgleichungen
ISBN-10 3-540-00402-5 / 3540004025
ISBN-13 978-3-540-00402-8 / 9783540004028
Zustand Neuware
Haben Sie eine Frage zum Produkt?
Mehr entdecken
aus dem Bereich
von absurd bis tödlich: Die Tücken der künstlichen Intelligenz

von Katharina Zweig

Buch | Softcover (2023)
Heyne (Verlag)
20,00