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Simultaneous Multi-Surface Fitting for Vessel Wall Layer Delineation

  • Max L. Olender
  • , Lambros S. Athanasiou
  • , Jose M. De La Torre Hernandez
  • , Eyal Ben-Assa
  • , Elazer R. Edelman

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

3 Scopus citations

Abstract

Intravascular optical coherence tomography (OCT) provides high-resolution images of arterial cross-sections, offering rich information on vessel morphology and disease state. The detection of the media layer is crucial for improving quantitative analyses, including plaque characterization. Manual annotation of vessel layers for analysis and quantification, however, is laborious and requires substantial expertise. We therefore sought to automatically delineate the intima-media and media-adventitia layers simultaneously even when the delineated features are not fully visible, as is often seen with atherosclerotic disease. We validated our approach with a 105-frame image sequence from a single patient with severe atherosclerosis. Delineations automatically generated by the algorithm matched annotations by human experts in most regions; the media thickness deviated on average by 0.038 mm (standard deviation: 0.029 mm). These promising results could improve characterization of vessel wall plaque, quantitative assessment of patient health, and longitudinal monitoring of disease progression.

Original languageEnglish
Title of host publication2019 IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2019 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers
ISBN (Electronic)9781728108483
DOIs
StatePublished - 1 May 2019
Externally publishedYes
Event2019 IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2019 - Chicago, United States
Duration: 19 May 201922 May 2019

Publication series

Name2019 IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2019 - Proceedings

Conference

Conference2019 IEEE EMBS International Conference on Biomedical and Health Informatics, BHI 2019
Country/TerritoryUnited States
CityChicago
Period19/05/1922/05/19

Keywords

  • Atherosclerosis
  • Coronary arteries
  • Image analysis
  • Optical coherence tomography
  • Surface fitting

ASJC Scopus subject areas

  • Artificial Intelligence
  • Signal Processing
  • Information Systems and Management
  • Biomedical Engineering
  • Health Informatics
  • Radiology Nuclear Medicine and imaging

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