Schaap Michiel, Metz Coert T, van Walsum Theo, van der Giessen Alina G, Weustink Annick C, Mollet Nico R, Bauer Christian, Bogunović Hrvoje, Castro Carlos, Deng Xiang, Dikici Engin, O'Donnell Thomas, Frenay Michel, Friman Ola, Hernández Hoyos Marcela, Kitslaar Pieter H, Krissian Karl, Kühnel Caroline, Luengo-Oroz Miguel A, Orkisz Maciej, Smedby Orjan, Styner Martin, Szymczak Andrzej, Tek Hüseyin, Wang Chunliang, Warfield Simon K, Zambal Sebastian, Zhang Yong, Krestin Gabriel P, Niessen Wiro J
Biomedical Imaging Group Rotterdam, Dept. of Radiology and Med. Informatics, Erasmus MC, Rotterdam, The Netherlands.
Med Image Anal. 2009 Oct;13(5):701-14. doi: 10.1016/j.media.2009.06.003. Epub 2009 Jun 30.
Efficiently obtaining a reliable coronary artery centerline from computed tomography angiography data is relevant in clinical practice. Whereas numerous methods have been presented for this purpose, up to now no standardized evaluation methodology has been published to reliably evaluate and compare the performance of the existing or newly developed coronary artery centerline extraction algorithms. This paper describes a standardized evaluation methodology and reference database for the quantitative evaluation of coronary artery centerline extraction algorithms. The contribution of this work is fourfold: (1) a method is described to create a consensus centerline with multiple observers, (2) well-defined measures are presented for the evaluation of coronary artery centerline extraction algorithms, (3) a database containing 32 cardiac CTA datasets with corresponding reference standard is described and made available, and (4) 13 coronary artery centerline extraction algorithms, implemented by different research groups, are quantitatively evaluated and compared. The presented evaluation framework is made available to the medical imaging community for benchmarking existing or newly developed coronary centerline extraction algorithms.
从计算机断层血管造影数据中高效获取可靠的冠状动脉中心线在临床实践中具有重要意义。尽管已经有许多方法用于此目的,但到目前为止,尚未发布标准化的评估方法来可靠地评估和比较现有或新开发的冠状动脉中心线提取算法的性能。本文描述了一种用于冠状动脉中心线提取算法定量评估的标准化评估方法和参考数据库。这项工作的贡献有四个方面:(1)描述了一种与多个观察者创建共识中心线的方法;(2)提出了用于评估冠状动脉中心线提取算法的明确度量;(3)描述并提供了一个包含32个心脏CTA数据集及相应参考标准的数据库;(4)对不同研究小组实施的13种冠状动脉中心线提取算法进行了定量评估和比较。所提出的评估框架可供医学影像界用于对现有或新开发的冠状动脉中心线提取算法进行基准测试。