Standardized Evaluation System for Left Ventricular Segmentation Algorithms in 3D Echocardiography

被引:70
|
作者
Bernard, Olivier [1 ]
Bosch, Johan G. [2 ]
Heyde, Brecht [3 ]
Alessandrini, Martino [3 ]
Barbosa, Daniel [4 ]
Camarasu-Pop, Sorina [1 ]
Cervenansky, Frederic [1 ]
Valette, Sebastien [1 ]
Mirea, Oana [3 ]
Bernier, Michel [5 ]
Jodoin, Pierre-Marc [5 ]
Domingos, Jaime Santo [6 ]
Stebbing, Richard V. [6 ]
Keraudren, Kevin [7 ]
Oktay, Ozan [7 ]
Caballero, Jose [7 ]
Shi, Wei [7 ]
Rueckert, Daniel [7 ]
Milletari, Fausto [8 ]
Ahmadi, Seyed-Ahmad [9 ]
Smistad, Erik [10 ]
Lindseth, Frank [10 ]
van Stralen, Maartje [11 ]
Wang, Chen [12 ]
Smedby, Orjan [12 ]
Donal, Erwan [13 ,14 ,15 ]
Monaghan, Mark [16 ]
Papachristidis, Alex [16 ]
Geleijnse, Marcel L. [2 ]
Galli, Elena [13 ,14 ,15 ]
D'hooge, Jan [3 ]
机构
[1] Univ Lyon 1, CNRS UMR5220, CREATIS, Inserm U630,INSA Lyon, F-69100 Villeurbanne, France
[2] Erasmus MC, Thoraxctr Biomed Engn, NL-3000 CA Rotterdam, Netherlands
[3] Katholieke Univ Leuven, Lab Cardiovasc Imaging & Dynam, Dept Cardiovasc Sci, B-3000 Leuven, Belgium
[4] Univ Minho, Life & Hlth Sci Res Inst ICVS, P-4704553 Minho, Portugal
[5] Univ Sherbrooke, Sherbrooke, PQ J1K 2R1, Canada
[6] Univ Oxford, Inst Biomed Engn, Oxford OX1 2JD, England
[7] Univ London Imperial Coll Sci Technol & Med, Biomed Image Anal Grp, London SW7 2AZ, England
[8] Tech Univ Munich, Comp Aided Med Procedures, D-80333 Munich, Germany
[9] Univ Munich, Dept Neurol, Klinikum Grosshadern, Marchioninistr 15, D-80539 Munich, Germany
[10] Norwegian Univ Sci & Technol, N-7491 Trondheim, Norway
[11] Univ Med Ctr Utrecht, Image Sci Inst, NL-3584 CX Utrecht, Netherlands
[12] Linkoping Univ, Dept Med & Hlth Sci IMH, Ctr Med Imaging Sci & Visualizat CMIV, SE-58185 Linkoping, Sweden
[13] Univ Rennes 1, Cardiol, F-35000 Rennes, France
[14] Univ Rennes 1, CIC IT, CHU Rennes, F-35000 Rennes, France
[15] Univ Rennes 1, LTSI INSERM U1099, F-35000 Rennes, France
[16] Kings Coll Hosp NHS Fdn Trust, London SE5 9RS, England
基金
英国工程与自然科学研究理事会;
关键词
Endocardium; left ventricle segmentation; real-time 3D echocardiography; standardized evaluation system; AUTOMATED BORDER-DETECTION; QUANTIFICATION; VALIDATION; ULTRASOUND; RECOVERY; TRACKING; VOLUME;
D O I
10.1109/TMI.2015.2503890
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Real-time 3D Echocardiography (RT3DE) has been proven to be an accurate tool for left ventricular (LV) volume assessment. However, identification of the LV endocardium remains a challenging task, mainly because of the low tissue/blood contrast of the images combined with typical artifacts. Several semi and fully automatic algorithms have been proposed for segmenting the endocardium in RT3DE data in order to extract relevant clinical indices, but a systematic and fair comparison between such methods has so far been impossible due to the lack of a publicly available common database. Here, we introduce a standardized evaluation framework to reliably evaluate and compare the performance of the algorithms developed to segment the LV border in RT3DE. A database consisting of 45 multivendor cardiac ultrasound recordings acquired at different centers with corresponding reference measurements from three experts are made available. The algorithms from nine research groups were quantitatively evaluated and compared using the proposed online platform. The results showed that the best methods produce promising results with respect to the experts' measurements for the extraction of clinical indices, and that they offer good segmentation precision in terms of mean distance error in the context of the experts' variability range. The platform remains open for new submissions.
引用
收藏
页码:967 / 977
页数:11
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