From a Modified Ambrosio-Tortorelli to a Randomized Part Hierarchy Tree


TARI Z. S. , Genctav M.

3rd International Conference on Scale Space and Variational Methods in Computer Vision, Ein Gedi, Israel, 29 May - 02 June 2011, vol.6667, pp.267-278 identifier identifier

  • Publication Type: Conference Paper / Full Text
  • Volume: 6667
  • City: Ein Gedi
  • Country: Israel
  • Page Numbers: pp.267-278

Abstract

We demonstrate the possibility of coding parts, features that are higher level than boundaries, using a modified AT field after augmenting the interaction term of the AT energy with a non-local term and weakening the separation into boundary/not-boundary phases. The iteratively extracted parts using the level curves with double point singularities are organized as a proper binary tree. Inconsistencies due to non-generic configurations for level curves as well as due to visual changes such as occlusion are successfully handled once the tree is endowed with a probabilistic structure. The work is a step in establishing the AT function as a bridge between low and high level visual processing.