Shock capturing, level sets, and PDE based methods in computer vision and image processing: A review of Osher's contributions

Ronald P. Fedkiw, Guillermo Sapiro, Chi Wang Shu

Research output: Contribution to journalArticlepeer-review

65 Scopus citations

Abstract

In this paper we review the algorithm development and applications in high resolution shock capturing methods, evel set methods, and PDE based methods in computer vision and image processing. The emphasis is on Stanley Osher's contribution in these areas and the impact of his work. We will start with shock capturing methods and will review the Engquist-Osher scheme, TVD schemes, entropy conditions, ENO and WENO schemes, and numerical schemes for Hamilton-Jacobi type equations. Among level set methods we will review level set calculus, numerical techniques, fluids and materials, variational approach, high codimension motion, geometric optics, and the computation of discontinuous solutions to Hamilton-Jacobi equations. Among computer vision and image processing we will review the total variation model for image denoising, images on implicit surfaces, and the level set method in image processing and computer vision.

Original languageEnglish (US)
Pages (from-to)309-341
Number of pages33
JournalJournal of Computational Physics
Volume185
Issue number2
DOIs
StatePublished - Mar 1 2003
Externally publishedYes

All Science Journal Classification (ASJC) codes

  • Numerical Analysis
  • Modeling and Simulation
  • Physics and Astronomy (miscellaneous)
  • General Physics and Astronomy
  • Computer Science Applications
  • Computational Mathematics
  • Applied Mathematics

Keywords

  • Computer vision
  • Image processing
  • Level set method
  • Shock capturing method

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