Scale-Space Theories for Scalar and Vector Images

  • Authors:
  • Luc Florack

  • Affiliations:
  • -

  • Venue:
  • Scale-Space '01 Proceedings of the Third International Conference on Scale-Space and Morphology in Computer Vision
  • Year:
  • 2001

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Abstract

We define mutually consistent scale-space theories for scalar and vector images. Consistency pertains to the connection between the already established scalar theory and that for a suitably defined scalar field induced by the proposed vector scale-space. We show that one is compelled to reject the Gaussian scale-space paradigm in certain cases when scalar and vector fields are mutually dependent.Subsequently we investigate the behaviour of critical points of a vector-valued scale-space image--i.e. points at which the vector field vanishes-- as well as their singularities and unfoldings in linear scale-space.