An adaptive multiscale AM-FM texture analysis system with application to hysteroscopy imaging

Ioannis Constantinou, Marios Pattichis, Vasilis Tanos, Marios Neofytou, Constantinos Pattichis

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The use of multiscale AM-FM analysis systems has been recently demonstrated in a variety of applications in medical image analysis. In all of these applications, a fixed filter-bank is used as a preprocessing step for estimating different AM-FM components from different scales. In this paper, for the first time, we introduce the use of an adaptive, multiscale AM-FM approach that searches for the optimal filter-bank specification for use in image classification. We demonstrate an example application in hysteroscopy imaging, for identification of gynaecological cancer, where the optimal filter-bank turns out to be circularly symmetric.

Original languageEnglish
Title of host publicationIEEE 12th International Conference on BioInformatics and BioEngineering, BIBE 2012
Pages744-747
Number of pages4
DOIs
Publication statusPublished - 2012
Event12th IEEE International Conference on BioInformatics and BioEngineering, BIBE 2012 - Larnaca, Cyprus
Duration: 11 Nov 201213 Nov 2012

Other

Other12th IEEE International Conference on BioInformatics and BioEngineering, BIBE 2012
Country/TerritoryCyprus
CityLarnaca
Period11/11/1213/11/12

Keywords

  • AM-FM representation
  • cancer
  • hysteroscopy imaging
  • multiscale medical imaging analysis

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