Zuluaga, MA;
Biffi, B;
Taylor, AM;
Schievano, S;
Vercauteren, T;
Ourselin, S;
(2017)
Strengths and Pitfalls of Whole-heart Atlas-based Segmentation in Congenital Heart Disease Patients.
In: Zuluaga, M and Bhatia, K and Kainz, B and Moghari, M and Pace, D, (eds.)
Reconstruction, Segmentation, and Analysis of Medical Images. RAMBO 2016, HVSMR 2016.
(pp. pp. 139-146).
Springer: Cham.
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Abstract
Atlas-based whole-heart segmentation is a well-established technique for the extraction of key cardiac structures of the adult heart. Despite its relative success in this domain, its implementation in wholeheart segmentation of paediatric patients suffering from a form of congenital heart disease is not straightforward. The aim of this work is to evaluate the current strengths and limitations of whole-heart atlas based segmentation techniques within the context of the Whole-Heart and Great Vessel Segmentation from 3D Cardiovascular MRI in Congenital Heart Disease Challenge (HVSMR). Obtained results suggest that there are no significant differences in the accuracies of state-of-the-art methods, reporting maximum Dice scores of 0.73 for the myocardium and 0.90 for the blood pool.
| Type: | Proceedings paper |
|---|---|
| Title: | Strengths and Pitfalls of Whole-heart Atlas-based Segmentation in Congenital Heart Disease Patients |
| Event: | HVSMR 2016: MICCAI Workshop on Whole-Heart and Great Vessel Segmentation from 3D Cardiovascular MRI in Congenital Heart Disease, 17 October 2016, Athens, Greece |
| Location: | Athens, Greece |
| Dates: | 17 October 2016 - 17 October 2016 |
| ISBN-13: | 978-3-319-52279-1 |
| Open access status: | An open access version is available from UCL Discovery |
| DOI: | 10.1007/978-3-319-52280-7_14 |
| Publisher version: | https://doi.org/10.1007/978-3-319-52280-7_14 |
| Language: | English |
| Additional information: | This version is the author accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions. |
| UCL classification: | UCL UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Population Health Sciences > Institute of Cardiovascular Science UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Population Health Sciences > Institute of Cardiovascular Science > Childrens Cardiovascular Disease UCL > Provost and Vice Provost Offices > UCL BEAMS UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Med Phys and Biomedical Eng |
| URI: | https://discovery.ucl.ac.uk/id/eprint/1521031 |
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