Texture Modeling by Optimal Gray Scale Structuring Elements Using Morphological Pattern Spectrum

  • Authors:
  • Affiliations:
  • Venue:
  • ICPR '00 Proceedings of the International Conference on Pattern Recognition - Volume 3
  • Year:
  • 2000

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Abstract

This paper proposes a novel texture modeling method based on the pattern spectrum. The pattern spectrum is a mathematical morphological method to describe the size distribution of objects contained in an image. Our method is based on the idea of obtaining a model of the elementary particles that form a texture by optimizing a gray scale-structuring element to fit the shape of elementary particles. The optimization method is applied in two stages: The first stage optimizes the extent of structuring element and the second optimizes the pixel values in the extent.