Detailed Evaluation of Five 3D Speckle Tracking Algorithms Using Synthetic Echocardiographic Recordings

被引:35
作者
Alessandrini, Martino [1 ]
Heyde, Brecht [2 ]
Queiros, Sandro [3 ,4 ,5 ]
Cygan, Szymon [6 ]
Zontak, Maria [7 ]
Somphone, Oudom [8 ]
Bernard, Olivier [9 ,10 ,11 ,12 ,13 ,14 ]
Sermesant, Maxime [15 ]
Delingette, Herve [15 ]
Barbosa, Daniel [16 ]
De Craene, Mathieu [8 ]
O'Donnell, Matthew [7 ]
D'hooge, Jan [2 ]
机构
[1] Katholieke Univ Leuven, Univ Leuven, Lab Cardiovasc Imaging & Dynam, B-3000 Leuven, Belgium
[2] Univ Leuven, Lab Cardiovasc Imaging & Dynam, B-3000 Leuven, Belgium
[3] Univ Minho, ICVS PT Govt Associate Lab 3Bs, P-4710057 Minho, Portugal
[4] Univ Minho, Algoritmi Ctr, P-4710057 Minho, Portugal
[5] Univ Leuven, Lab Cardiovasc Imaging & Dynam, Dept Cardiovasc Sci, B-3000 Leuven, Belgium
[6] Warsaw Univ Technol, Inst Metrol & Biomed Engn, PL-00661 Warsaw, Poland
[7] Univ Washington, Dept Bioengn, Seattle, WA 98105 USA
[8] Medisys, Philips Res, F-92156 Suresnes, France
[9] Univ Lyon, F-69622 Lyon, France
[10] CREATIS, F-69622 Lyon, France
[11] CNRS, UMR5220, F-69622 Lyon, France
[12] INSERM, U1044, F-69622 Lyon, France
[13] INSA Lyon, F-69622 Lyon, France
[14] Univ Lyon 1, F-69622 Lyon, France
[15] Inria Asclepios Project, BP 93, F-06902 Sophia Antipolis, France
[16] ICVS 3Bs PT Govt Associate Lab, P-4710057 Braga, Portugal
关键词
3D echocardiography; cardiac strain; quality assurance; speckle tracking; standardization; synthetic datasets; STRAIN ESTIMATION; ELASTIC REGISTRATION; IMAGE REGISTRATION; CARDIAC ULTRASOUND; MYOCARDIAL MOTION; IN-SILICO; SEGMENTATION; DEFORMATION; FEASIBILITY; METHODOLOGY;
D O I
10.1109/TMI.2016.2537848
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A plethora of techniques for cardiac deformation imaging with 3D ultrasound, typically referred to as 3D speckle tracking techniques, are available from academia and industry. Although the benefits of single methods over alternative ones have been reported in separate publications, the intrinsic differences in the data and definitions used makes it hard to compare the relative performance of different solutions. To address this issue, we have recently proposed a framework to simulate realistic 3D echocardiographic recordings and used it to generate a common set of ground-truth data for 3D speckle tracking algorithms, which was made available online. The aim of this study was therefore to use the newly developed database to contrast non-commercial speckle tracking solutions from research groups with leading expertise in the field. The five techniques involved cover the most representative families of existing approaches, namely block-matching, radio-frequency tracking, optical flow and elastic image registration. The techniques were contrasted in terms of tracking and strain accuracy. The feasibility of the obtained strain measurements to diagnose pathology was also tested for ischemia and dyssynchrony.
引用
收藏
页码:1915 / 1926
页数:12
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