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首页> 外文期刊>Medical Physics >Robust initialization of 2D-3D image registration using the projection-slice theorem and phase correlation.
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Robust initialization of 2D-3D image registration using the projection-slice theorem and phase correlation.

机译:使用投影切片定理和相位相关性对2D-3D图像配准进行可靠的初始化。

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PURPOSE: The image registration literature comprises many methods for 2D-3D registration for which accuracy has been established in a variety of applications. However, clinical application is limited by a small capture range. Initial offsets outside the capture range of a registration method will not converge to a successful registration. Previously reported capture ranges, defined as the 95% success range, are in the order of 4-11 mm mean target registration error. In this article, a relatively computationally inexpensive and robust estimation method is proposed with the objective to enlarge the capture range. METHODS: The method uses the projection-slice theorem in combination with phase correlation in order to estimate the transform parameters, which provides an initialization of the subsequent registration procedure. RESULTS: The feasibility of the method was evaluated by experiments using digitally reconstructed radiographs generated from in vivo 3D-RX data. With these experiments it was shown that the projection-slice theorem provides successful estimates of the rotational transform parameters for perspective projections and in case of translational offsets. The method was further tested on ex vivo ovine x-ray data. In 95% of the cases, the method yielded successful estimates for initial mean target registration errors up to 19.5 mm. Finally, the method was evaluated as an initialization method for an intensity-based 2D-3D registration method. The uninitialized and initialized registration experiments had success rates of 28.8% and 68.6%, respectively. CONCLUSIONS: The authors have shown that the initialization method based on the projection-slice theorem and phase correlation yields adequate initializations for existing registration methods, thereby substantially enlarging the capture range of these methods.
机译:目的:图像配准文献包括许多用于2D-3D配准的方法,这些方法已在各种应用中确立了准确性。但是,临床应用受到小的捕获范围的限制。超出注册方法捕获范围的初始偏移将不会收敛到成功的注册。先前报道的捕获范围定义为95%成功范围,平均目标配准误差约为4-11毫米。在本文中,为了扩大捕获范围,提出了一种计算上相对便宜且健壮的估计方法。方法:该方法将投影切片定理与相位相关性结合使用,以估计变换参数,从而提供后续注册过程的初始化。结果:该方法的可行性通过使用从体内3D-RX数据生成的数字重建射线照片的实验进行了评估。通过这些实验表明,投影切片定理可为透视投影和平移偏移提供旋转变换参数的成功估计。该方法在离体绵羊X射线数据上进行了进一步测试。在95%的情况下,该方法成功估算出初始平均目标配准误差,最大误差为19.5 mm。最后,将该方法作为基于强度的2D-3D配准方法的初始化方法进行了评估。未初始化和初始化的注册实验的成功率分别为28.8%和68.6%。结论:作者已经表明,基于投影切片定理和相位相关性的初始化方法可为现有的配准方法产生足够的初始化,从而从根本上扩大了这些方法的捕获范围。

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