Differential Evolution Optimization of 3D Topological Active Volumes

  • J. Novo
  • J. Santos
  • M. G. Penedo
Part of the Lecture Notes in Computer Science book series (LNCS, volume 6691)

Abstract

The Topological Active Volumes is an active model focused on 3D segmentation tasks. It provides information about the surfaces and the inside of the detected objects in the scene. The segmentation process turns into a minimization task of the energy functions which control the model deformation. We used Differential Evolution as an alternative evolutionary method that minimizes the decisions of the designer with respect to other evolutionary methods such as genetic algorithms. Moreover, we hybridized Differential Evolution with a greedy search to integrate the advantages of global and local searches at the same time that the segmentation speed is improved. Moreover, we included in the local search the possibility of topological changes to perform a better adjustment in complex surfaces.

Keywords

Deformable contours Genetic algorithms Differential evolution Image segmentation 

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

Copyright information

© Springer-Verlag Berlin Heidelberg 2011

Authors and Affiliations

  • J. Novo
    • 1
  • J. Santos
    • 1
  • M. G. Penedo
    • 1
  1. 1.Computer Science DepartmentUniversity of A CoruñaSpain

Personalised recommendations