articleMultiscale Modeling and SimulationNov 12, 2008Closed access

Nonlocal Operators with Applications to Image Processing

University of California, Los Angeles

Indexed incrossref

Abstract

We propose the use of nonlocal operators to define new types of flows and functionals for image processing and elsewhere. A main advantage over classical PDE-based algorithms is the ability to handle better textures and repetitive structures. This topic can be viewed as an extension of spectral graph theory and the diffusion geometry framework to functional analysis and PDE-like evolutions. Some possible applications and numerical examples are given, as is a general framework for approximating Hamilton–Jacobi equations on arbitrary grids in high demensions, e.g., for control theory.

Citation impact

1,406
total citations
FWCI
39.41
Percentile
100%
References
57
Citations per year

Authors

2

Topics & keywords

Keywords
  • Image processing
  • Computer science
  • Applied mathematics
  • Image (mathematics)
  • Mathematics
  • Extension (predicate logic)
  • Partial differential equation
  • Algorithm
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