Morse operators for digital planar surfaces and their application to image segmentation

  • Luis Gustavo Nonato
  • , Antônio Castelo Filho
  • , Rosane Minghim
  • , João Batista

Research output: Contribution to journalArticlepeer-review

Abstract

This paper introduces the concept of digital planar surfaces and corresponding Morse operators. These operators offer a novel and powerful method for construction and de-construction of such surfaces in a way that global topological control of the resulting object is always maintained. In that respect, this paper offers a complete pixel characterization tool. Image handling is a natural application for such approach. We present a novel fast algorithm for image segmentation using Morse operators for digital planar surfaces. It classifies as a region growing technique with added topological control and is extremely useful for applications that need proper object description. Results from real data are stimulating, and show that the segmentation algorithm compares very well with other methods. The topological approach also forms a base for future expansion to applications such as volume segmentation.

Original languageEnglish
Pages (from-to)216-227
Number of pages12
JournalIEEE Transactions on Image Processing
Volume13
Issue number2
DOIs
Publication statusPublished - Feb 2004
Externally publishedYes

Keywords

  • Computational topology
  • Digital planar surfaces
  • Medical imaging
  • Morse operators
  • Morse theory
  • Segmentation

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