Image Sciences Institute, University Medical Center, Utrecht, The Netherlands.
IEEE Trans Med Imaging. 2011 Nov;30(11):1901-20. doi: 10.1109/TMI.2011.2158349. Epub 2011 May 31.
EMPIRE10 (Evaluation of Methods for Pulmonary Image REgistration 2010) is a public platform for fair and meaningful comparison of registration algorithms which are applied to a database of intrapatient thoracic CT image pairs. Evaluation of nonrigid registration techniques is a nontrivial task. This is compounded by the fact that researchers typically test only on their own data, which varies widely. For this reason, reliable assessment and comparison of different registration algorithms has been virtually impossible in the past. In this work we present the results of the launch phase of EMPIRE10, which comprised the comprehensive evaluation and comparison of 20 individual algorithms from leading academic and industrial research groups. All algorithms are applied to the same set of 30 thoracic CT pairs. Algorithm settings and parameters are chosen by researchers expert in the configuration of their own method and the evaluation is independent, using the same criteria for all participants. All results are published on the EMPIRE10 website (http://empire10.isi.uu.nl). The challenge remains ongoing and open to new participants. Full results from 24 algorithms have been published at the time of writing. This paper details the organization of the challenge, the data and evaluation methods and the outcome of the initial launch with 20 algorithms. The gain in knowledge and future work are discussed.
EMPIRE10(2010 年肺部图像配准方法评估)是一个公平且有意义地比较配准算法的公共平台,这些算法应用于患者内胸部 CT 图像对数据库。评估非刚性配准技术是一项艰巨的任务。这是因为研究人员通常仅在自己的数据上进行测试,而这些数据差异很大。出于这个原因,过去对不同配准算法的可靠评估和比较几乎是不可能的。在这项工作中,我们展示了 EMPIRE10 启动阶段的结果,其中包括来自领先的学术和工业研究小组的 20 个独立算法的综合评估和比较。所有算法都应用于相同的 30 对胸部 CT 图像。算法设置和参数由对自己方法的配置有专业知识的研究人员选择,并且评估是独立的,对所有参与者使用相同的标准。所有结果都发布在 EMPIRE10 网站(http://empire10.isi.uu.nl)上。该挑战仍在进行中,并向新参与者开放。在撰写本文时,已有 24 种算法的完整结果发布。本文详细介绍了挑战的组织、数据和评估方法以及 20 种算法的初步启动结果。讨论了所获得的知识和未来的工作。