Automatic measurement of the intima-media thickness with active contour based image segmentation

Michele Ceccarelli, N. De Luca, A. Morganella

Research output: Chapter in Book/Report/Conference proceedingConference contribution

9 Citations (Scopus)

Abstract

A snake-based approach for the automatic detection of the intima-media thickness (IMT) of the far wall of the common carotid artery from sonographic images is proposed. The main problems to be faced are related, from one point, to the high level of speckle noise and, from the other, to the need of an accurate segmentation of the vessel structure for diagnostic purposes. In particular, the detection of the intima layer plays a fundamental role as it represents the initial contour from where the method should start. We propose an automatic segmentation approach which makes use of a first non linear filtering based on anisotropic diffusion followed by an iterative relaxation procedure. Once the intima layer has been detected our method tries to locate an optimal initial contour to detect the wall of the artery by minimizing of a modified energy functional.

Original languageEnglish
Title of host publicationMeMeA 2007 2nd - IEEE International Workshop on Medical Measurement and Applications
Pages75-79
Number of pages5
DOIs
Publication statusPublished - 1 Dec 2007
Externally publishedYes
EventMeMeA 2007 2nd - IEEE International Workshop on Medical Measurement and Applications - Warsaw, Poland
Duration: 4 May 20075 May 2007

Other

OtherMeMeA 2007 2nd - IEEE International Workshop on Medical Measurement and Applications
CountryPoland
CityWarsaw
Period4/5/075/5/07

Fingerprint

Nonlinear filtering
Speckle
Image segmentation

Keywords

  • Active contour
  • Anisotropic diffusion
  • Energy functional
  • Intima-media complex
  • Segmentation
  • Snake
  • Speckle

ASJC Scopus subject areas

  • Software
  • Biomedical Engineering
  • Control and Systems Engineering

Cite this

Ceccarelli, M., De Luca, N., & Morganella, A. (2007). Automatic measurement of the intima-media thickness with active contour based image segmentation. In MeMeA 2007 2nd - IEEE International Workshop on Medical Measurement and Applications (pp. 75-79). [4285167] https://doi.org/10.1109/MEMEA.2007.4285167

Automatic measurement of the intima-media thickness with active contour based image segmentation. / Ceccarelli, Michele; De Luca, N.; Morganella, A.

MeMeA 2007 2nd - IEEE International Workshop on Medical Measurement and Applications. 2007. p. 75-79 4285167.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Ceccarelli, M, De Luca, N & Morganella, A 2007, Automatic measurement of the intima-media thickness with active contour based image segmentation. in MeMeA 2007 2nd - IEEE International Workshop on Medical Measurement and Applications., 4285167, pp. 75-79, MeMeA 2007 2nd - IEEE International Workshop on Medical Measurement and Applications, Warsaw, Poland, 4/5/07. https://doi.org/10.1109/MEMEA.2007.4285167
Ceccarelli M, De Luca N, Morganella A. Automatic measurement of the intima-media thickness with active contour based image segmentation. In MeMeA 2007 2nd - IEEE International Workshop on Medical Measurement and Applications. 2007. p. 75-79. 4285167 https://doi.org/10.1109/MEMEA.2007.4285167
Ceccarelli, Michele ; De Luca, N. ; Morganella, A. / Automatic measurement of the intima-media thickness with active contour based image segmentation. MeMeA 2007 2nd - IEEE International Workshop on Medical Measurement and Applications. 2007. pp. 75-79
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