A total variation spectral framework for scale and texture analysis

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Abstract

A new total variation (TV) spectral framework is presented. A TV transform is proposed which can be interpreted as a spectral domain, where elementary TV features, such as disks, approach impulses. A reconstruction formula from the spectral to the spatial domain is given, allowing the design of new filters. The framework formulates a new representation of images which can enhance the understanding of scales in the L1 sense and improve the analysis and processing of textures. An example of a texture processing application illustrates possible benefits of this new framework.

Original languageEnglish
Pages (from-to)1937-1961
Number of pages25
JournalSIAM Journal on Imaging Sciences
Volume7
Issue number4
DOIs
StatePublished - 9 Oct 2014

Keywords

  • Nonlinear spectral theory
  • Texture processing
  • Total variation flow
  • Variational methods

All Science Journal Classification (ASJC) codes

  • Applied Mathematics
  • General Mathematics

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