IEEE Trans Med Imaging. 2016 Jan;35(1):52-62. doi: 10.1109/TMI.2015.2454056. Epub 2015 Jul 8.
In this work we describe a 4D registration method for on the fly stabilization of ultrasound volumes for improving image guidance for transjugular intrahepatic portosystemic shunt (TIPS) interventions. The purpose of the method is to enable a continuous visualization of the relevant anatomical planes (determined in a planning stage) in a free breathing patient during the intervention. This requires registration of the planning information to the interventional images, which is achieved in two steps. In the first step tracking is performed across the streaming input. An approximate transformation between the reference image and the incoming image is estimated by composing the intermediate transformations obtained from the tracking. In the second step a subsequent registration is performed between the reference image and the approximately transformed incoming image to account for the accumulation of error. The two step approach helps in reducing the search range and is robust under rotation. We additionally present an approach to initialize and verify the registration. Verification is required when the reference image (containing planning information) is acquired in the past and is not part of the (interventional) 4D ultrasound sequence. The verification score will help in invalidating the registration outcome, for instance, in the case of insufficient overlap or information between the registering images due to probe motion or loss of contact, respectively. We evaluate the method over thirteen 4D US sequences acquired from eight subjects. A graphics processing unit implementation runs the 4D tracking at 9 Hz with a mean registration error of 1.7 mm.
在这项工作中,我们描述了一种用于实时稳定超声体数据的 4D 配准方法,以提高经颈静脉肝内门体分流术(TIPS)介入的图像引导效果。该方法的目的是在自由呼吸的患者进行干预期间,连续可视化相关解剖平面(在规划阶段确定)。这需要将规划信息配准到介入图像中,这可以通过两步实现。在第一步中,在流输入中进行跟踪。通过组合从跟踪中获得的中间变换,估计参考图像和输入图像之间的近似变换。在第二步中,在参考图像和近似变换的输入图像之间进行后续配准,以补偿误差的积累。两步法有助于缩小搜索范围,并在旋转时具有鲁棒性。我们还提出了一种初始化和验证配准的方法。当参考图像(包含规划信息)是过去获取的,并且不是(介入性)4D 超声序列的一部分时,需要进行验证。验证分数有助于验证配准结果,例如,在由于探头运动或接触丢失导致注册图像之间的重叠或信息不足的情况下。我们在从八个对象采集的十三个 4D US 序列上评估了该方法。一个图形处理单元实现以 9Hz 的速度运行 4D 跟踪,平均配准误差为 1.7 毫米。