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Assessing the intrinsic precision of 3D∕3D rigid image registration results for patient setup in the absence of a ground truth

机译:在没有基本事实的情况下评估3D ∕ 3D刚性图像配准结果对于患者设置的固有精度

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摘要

>Purpose: To assess the precision and robustness of patient setup corrections computed from 3D∕3D rigid registration methods using image intensity, when no ground truth validation is possible.>Methods: Fifteen pairs of male pelvic CTs were rigidly registered using four different in-house registration methods. Registration results were compared for different resolutions and image content by varying the image down-sampling ratio and by thresholding out soft tissue to isolate bony landmarks. Intrinsic registration precision was investigated by comparing the different methods and by reversing the source and the target roles of the two images being registered.>Results: The translational reversibility errors for successful registrations ranged from 0.0 to 1.69 mm. Rotations were less than 1°. Mutual information failed in most registrations that used only bony landmarks. The magnitude of the reversibility error was strongly correlated with the success∕failure of each algorithm to find the global minimum.>Conclusions: Rigid image registrations have an intrinsic uncertainty and robustness that depends on the imaging modality, the registration algorithm, the image resolution, and the image content. In the absence of an absolute ground truth, the variation in the shifts calculated by several different methods provides a useful estimate of that uncertainty. The difference observed by reversing the source and target images can be used as an indication of robust convergence.
机译:>目的:在无法进行地面真伪验证的情况下,评估使用图像强度从3D ∕ 3D刚性配准方法计算出的患者设置校正的精度和稳健性。>方法: 15对男性盆腔CT使用4种不同的内部注册方法严格注册。通过改变图像的下采样率和通过对软组织进行阈值分离来分离出骨标,比较了不同分辨率和图像内容的配准结果。通过比较不同的方法并反转两个被配准图像的来源和目标角色,研究了内在配准精度。>结果:成功配准的平移可逆性误差范围为0.0到1.69 mm。旋转小于1°。在大多数仅使用骨标的注册中,相互信息失败。可逆性误差的大小与每种算法能否成功找到全局最小值密切相关。>结论:刚性图像配准具有固有的不确定性和鲁棒性,取决于成像方式,配准算法,图像分辨率和图像内容。在没有绝对基本事实的情况下,通过几种不同方法计算出的位移变化可提供对该不确定性的有用估计。通过反转源图像和目标图像观察到的差异可以用作鲁棒收敛的指示。

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