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Gradient-based 2-D/3-D rigid registration of fluoroscopic X-ray to CT

机译:X射线透视对CT的基于梯度的2-D / 3-D刚性配准

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摘要

We present a gradient-based method for rigid registration of a patient preoperative computed tomography (CT) to its intraoperative situation with a few fluoroscopic X-ray images obtained with a tracked C-arm. The method is noninvasive, anatomy-based, requires simple user interaction, and includes validation. It is generic and easily customizable for a variety of routine clinical uses in orthopaedic surgery. Gradient-based registration consists of three steps: 1) initial pose estimation; 2) coarse geometry-based registration on bone contours, and; 3) fine gradient projection registration (GPR) on edge pixels. It optimizes speed, accuracy, and robustness. Its novelty resides in using volume gradients to eliminate outliers and foreign objects in the fluoroscopic X-ray images, in speeding up computation, and in achieving higher accuracy. It overcomes the drawbacks of intensity-based methods, which are slow and have a limited convergence range, and of geometry-based methods, which depend on the image segmentation quality. Our simulated, in vitro, and cadaver experiments on a human pelvis CT, dry vertebra, dry femur, fresh lamb hip, and human pelvis under realistic conditions show a mean 0.5-1.7 mm (0.5-2.6 mm maximum) target registration accuracy.
机译:我们提出了一种基于梯度的方法,用于对患者术前计算机断层扫描(CT)进行术中情况的刚性配准,并获得一些通过跟踪C臂获得的X线透视图像。该方法是基于解剖学的非侵入性方法,需要简单的用户交互,并且包括验证。它是通用的,易于定制,可用于整形外科的各种常规临床用途。基于梯度的配准包括三个步骤:1)初始姿态估计; 2)在骨骼轮廓上进行基于粗略几何的配准,并且; 3)边缘像素上的精细渐变投影配准(GPR)。它优化了速度,准确性和鲁棒性。其新颖之处在于使用体积梯度来消除荧光X射线图像中的异常值和异物,加快计算速度并实现更高的精度。它克服了基于强度的方法的缺点,该方法缓慢且收敛范围有限,而基于几何的方法则取决于图像分割质量。我们在现实条件下在人骨盆CT,干椎骨,干股骨,新鲜羔羊髋骨和人骨盆上进行的模拟,体外和尸体实验显示平均目标对准精度为0.5-1.7毫米(最大0.5-2.6毫米)。

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