Registration-based propagation for whole heart segmentation from compounded 3D echocardiography

Zhuang, Xiahai, Yao, Cheng, Ma, YingLiang ORCID: https://orcid.org/0000-0001-5770-5843, Hawkes, David, Penney, Graeme and Ourselin, Sebastien (2010) Registration-based propagation for whole heart segmentation from compounded 3D echocardiography. In: 2010 7th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2010 - Proceedings. UNSPECIFIED, pp. 1093-1096. ISBN 978-1-4244-4125-9

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Abstract

Whole heart segmentation of 3D ultrasound (US), also referred to as echocardiography or simply echo, is useful in cardiac functional analysis to achieve quantitative diagnostic information of the heart. However, characteristics of US imaging such as limited field-of-view, artifacts and inconsistent intensity distribution makes automated approaches a challenge. In this paper, we present a framework for automatic whole heart segmentation from 3D echo. This work is motivated by the new technology of compounding 3D echo from 2D matrix array transducers. We propose to use the registration-based segmentation framework and adopt a new similarity measure combining local phase, intensity information and local geometry for registration. The experimental results demonstrated the proposed method had achieved an accuracy of 6.4% volume difference against the gold standard for the left ventricle segmentation and an average accuracy of 14% for segmentation of all four chambers and myocardium.

Item Type: Book Section
Faculty \ School: Faculty of Science > School of Computing Sciences
UEA Research Groups: Faculty of Science > Research Groups > Norwich Epidemiology Centre
Faculty of Medicine and Health Sciences > Research Groups > Norwich Epidemiology Centre
Faculty of Science > Research Groups > Data Science and AI
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Depositing User: LivePure Connector
Date Deposited: 05 Jan 2023 12:30
Last Modified: 10 Dec 2024 01:12
URI: https://ueaeprints.uea.ac.uk/id/eprint/90425
DOI: 10.1109/ISBI.2010.5490183

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