Segmentation of multiple heart cavities in 3-D transesophageal ultrasound images

Three-dimensional transesophageal echocardiography (TEE) is an excellent modality for real-time visualization of the heart and monitoring of interventions. To improve the usability of 3-D TEE for intervention monitoring and catheter guidance, automated segmentation is desired. However, 3-D TEE segme...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on ultrasonics, ferroelectrics, and frequency control. - 1986. - 62(2015), 6 vom: 14. Juni, Seite 1179-89
1. Verfasser: Haak, Alexander (VerfasserIn)
Weitere Verfasser: Vegas-Sánchez-Ferrero, Gonzalo, Mulder, Harriët W, Ren, Ben, Kirişli, Hortense A, Metz, Coert, van Burken, Gerard, van Stralen, Marijn, Pluim, Josien P W, van der Steen, Antonius F W, van Walsum, Theo, Bosch, Johannes G
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2015
Zugriff auf das übergeordnete Werk:IEEE transactions on ultrasonics, ferroelectrics, and frequency control
Schlagworte:Journal Article Research Support, Non-U.S. Gov't
LEADER 01000naa a22002652 4500
001 NLM249886227
003 DE-627
005 20231224154539.0
007 cr uuu---uuuuu
008 231224s2015 xx |||||o 00| ||eng c
024 7 |a 10.1109/TUFFC.2013.006228  |2 doi 
028 5 2 |a pubmed24n0833.xml 
035 |a (DE-627)NLM249886227 
035 |a (NLM)26067052 
040 |a DE-627  |b ger  |c DE-627  |e rakwb 
041 |a eng 
100 1 |a Haak, Alexander  |e verfasserin  |4 aut 
245 1 0 |a Segmentation of multiple heart cavities in 3-D transesophageal ultrasound images 
264 1 |c 2015 
336 |a Text  |b txt  |2 rdacontent 
337 |a ƒaComputermedien  |b c  |2 rdamedia 
338 |a ƒa Online-Ressource  |b cr  |2 rdacarrier 
500 |a Date Completed 09.03.2016 
500 |a Date Revised 13.06.2015 
500 |a published: Print 
500 |a Citation Status MEDLINE 
520 |a Three-dimensional transesophageal echocardiography (TEE) is an excellent modality for real-time visualization of the heart and monitoring of interventions. To improve the usability of 3-D TEE for intervention monitoring and catheter guidance, automated segmentation is desired. However, 3-D TEE segmentation is still a challenging task due to the complex anatomy with multiple cavities, the limited TEE field of view, and typical ultrasound artifacts. We propose to segment all cavities within the TEE view with a multi-cavity active shape model (ASM) in conjunction with a tissue/blood classification based on a gamma mixture model (GMM). 3-D TEE image data of twenty patients were acquired with a Philips X7-2t matrix TEE probe. Tissue probability maps were estimated by a two-class (blood/tissue) GMM. A statistical shape model containing the left ventricle, right ventricle, left atrium, right atrium, and aorta was derived from computed tomography angiography (CTA) segmentations by principal component analysis. ASMs of the whole heart and individual cavities were generated and consecutively fitted to tissue probability maps. First, an average whole-heart model was aligned with the 3-D TEE based on three manually indicated anatomical landmarks. Second, pose and shape of the whole-heart ASM were fitted by a weighted update scheme excluding parts outside of the image sector. Third, pose and shape of ASM for individual heart cavities were initialized by the previous whole heart ASM and updated in a regularized manner to fit the tissue probability maps. The ASM segmentations were validated against manual outlines by two observers and CTA derived segmentations. Dice coefficients and point-to-surface distances were used to determine segmentation accuracy. ASM segmentations were successful in 19 of 20 cases. The median Dice coefficient for all successful segmentations versus the average observer ranged from 90% to 71% compared with an inter-observer range of 95% to 84%. The agreement against the CTA segmentations was slightly lower with a median Dice coefficient between 85% and 57%. In this work, we successfully showed the accuracy and robustness of the proposed multi-cavity segmentation scheme. This is a promising development for intraoperative procedure guidance, e.g., in cardiac electrophysiology 
650 4 |a Journal Article 
650 4 |a Research Support, Non-U.S. Gov't 
700 1 |a Vegas-Sánchez-Ferrero, Gonzalo  |e verfasserin  |4 aut 
700 1 |a Mulder, Harriët W  |e verfasserin  |4 aut 
700 1 |a Ren, Ben  |e verfasserin  |4 aut 
700 1 |a Kirişli, Hortense A  |e verfasserin  |4 aut 
700 1 |a Metz, Coert  |e verfasserin  |4 aut 
700 1 |a van Burken, Gerard  |e verfasserin  |4 aut 
700 1 |a van Stralen, Marijn  |e verfasserin  |4 aut 
700 1 |a Pluim, Josien P W  |e verfasserin  |4 aut 
700 1 |a van der Steen, Antonius F W  |e verfasserin  |4 aut 
700 1 |a van Walsum, Theo  |e verfasserin  |4 aut 
700 1 |a Bosch, Johannes G  |e verfasserin  |4 aut 
773 0 8 |i Enthalten in  |t IEEE transactions on ultrasonics, ferroelectrics, and frequency control  |d 1986  |g 62(2015), 6 vom: 14. Juni, Seite 1179-89  |w (DE-627)NLM098181017  |x 1525-8955  |7 nnns 
773 1 8 |g volume:62  |g year:2015  |g number:6  |g day:14  |g month:06  |g pages:1179-89 
856 4 0 |u http://dx.doi.org/10.1109/TUFFC.2013.006228  |3 Volltext 
912 |a GBV_USEFLAG_A 
912 |a SYSFLAG_A 
912 |a GBV_NLM 
912 |a GBV_ILN_22 
912 |a GBV_ILN_24 
912 |a GBV_ILN_350 
951 |a AR 
952 |d 62  |j 2015  |e 6  |b 14  |c 06  |h 1179-89