Isolation of the left atrial surface from cardiac multi-detector CT images based on marker controlled watershed segmentation

被引:33
作者
Cristoforetti, Alessandro [1 ]
Faes, Luca [1 ]
Ravelli, Flavia [1 ,4 ]
Centonze, Maurizio [2 ]
Del Greco, Maurizio [3 ]
Antolini, Renzo [1 ]
Nollo, Giandomenico [1 ,4 ]
机构
[1] Univ Trent, Dept Phys, I-38050 Trento, Italy
[2] Santa Chiara Hosp, Div Radiol, I-38100 Trento, Italy
[3] Santa Chiara Hosp, Div Cardiol, I-38100 Trento, Italy
[4] Ist Trentino Cultura, I-38050 Trento, Italy
关键词
image segmentation; watershed; anisotropic filtering; mathematical morphology; computed tomography; left atrium;
D O I
10.1016/j.medengphy.2007.01.003
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The delineation of left atrium (LA) and pulmonary veins (PVs) anatomy from high resolution images holds importance for atrial fibrillation (AF) investigation and treatment. In this study, a semiautomatic segmentation procedure for LA and PVs inner surface from contrast enhanced CT data was developed. The procedure consists of a three dimensional marker controlled watershed segmentation applied to the external morphological gradient, followed by variable threshold surface extraction from the original intensity image. A preliminary anisotropic nonlinear filtering was implemented to improve the S/N ratio of CT images. The performance of segmentation was evaluated on cardiac CT scans of 12 AF patients both qualitatively and quantitatively. The qualitative evaluation by expert radiologist assessed the segmentation as overall successful in all patients and capable of extracting both the LA body and the connected vascular trees. The quantitative validation, by computing discrepancy measures with respect to a manually segmented gold standard, indicated an average of about 90% of voxels correctly classified and an average border mismatch lower than 1.5 voxels (1.2 mm). The accurate extraction of the inner LA-PVs walls provided by this method, along with the minimal required human intervention, should facilitate the use of anatomical atrial models for the non-pharmacological treatment of AF. (c) 2007 IPEM. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:48 / 58
页数:11
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