Harvard School of Engineering and Applied Sciences, Cambridge, MA, USA.
Med Image Anal. 2012 Feb;16(2):402-14. doi: 10.1016/j.media.2011.10.004. Epub 2011 Nov 15.
Registration of three-dimensional ultrasound (3DUS) volumes is necessary in several applications, such as when stitching volumes to expand the field of view or when stabilizing a temporal sequence of volumes to cancel out motion of the probe or anatomy. Current systems that register 3DUS volumes either use external tracking systems (electromagnetic or optical), which add expense and impose limitations on acquisitions, or are image-based methods that operate offline and are incapable of providing immediate feedback to clinicians. This paper presents a real-time image-based algorithm for rigid registration of 3DUS volumes designed for acquisitions in which small probe displacements occur between frames. Described is a method for feature detection and descriptor formation that takes into account the characteristics of 3DUS imaging. Volumes are registered by determining a correspondence between these features. A global set of features is maintained and integrated into the registration, which limits the accumulation of registration error. The system operates in real-time (i.e. volumes are registered as fast or faster than they are acquired) by using an accelerated framework on a graphics processing unit. The algorithm's parameter selection and performance is analyzed and validated in studies which use both water tank and clinical images. The resulting registration accuracy is comparable to similar feature-based registration methods, but in contrast to these methods, can register 3DUS volumes in real-time.
在许多应用中,都需要对三维超声(3DUS)体积进行配准,例如在拼接体积以扩大视野或稳定体积的时间序列以消除探头或解剖结构的运动时。当前,注册 3DUS 体积的系统要么使用外部跟踪系统(电磁或光学),这会增加成本并对采集施加限制,要么是基于图像的方法,它们离线运行,无法为临床医生提供即时反馈。本文提出了一种用于刚性注册 3DUS 体积的实时基于图像的算法,专为帧间发生小探头位移的采集而设计。描述了一种用于特征检测和描述符形成的方法,该方法考虑了 3DUS 成像的特点。通过确定这些特征之间的对应关系来注册体积。通过在注册中维护和集成全局特征集,可以限制注册误差的积累。该系统通过在图形处理单元上使用加速框架实时运行(即,注册速度与采集速度一样快或更快)。该算法的参数选择和性能在使用水箱和临床图像的研究中进行了分析和验证。所得的注册精度可与类似的基于特征的注册方法相媲美,但与这些方法不同的是,它可以实时注册 3DUS 体积。