Texture Description by Independent Components

  • Authors:
  • Dick de Ridder;Robert P. W. Duin;Josef Kittler

  • Affiliations:
  • -;-;-

  • Venue:
  • Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
  • Year:
  • 2002

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Abstract

A model for probabilistic independent component subspace analysis is developed and applied to texture description. Experiments show it to perform comparably to a Gaussian model, and to be useful mainly for problems in which the detection of little occurring, high-frequency image elements is important.