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The Effects of Radiometry on the Accuracy of Intensity Based Registration

机译:辐射度对基于强度的配准精度的影响

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Besides several other factors, radiometric differences between a reference and a floating image greatly influence the achievable accuracy of image registration. In this work we derive the magnitude of registration inaccuracy coming from changes in radiometric properties. This is done for the example of medical X-ray image registration. We therefore estimate the change of image intensity with respect to object shape, X-ray attenuation of the object material and the initial X-ray energy by modeling a simplified image formation process. The change in intensity is then used to determine a closed form estimation of the resulting registration error, independent from a specific registration algorithm. Finally the theoretical calculations are compared to the accuracy of intensity based registration performed on X-ray images with different radiometric properties. Results show that the herewith derived accuracy estimation is well suited to predict the achievable accuracy of a registration for images with radiometric differences.
机译:除其他几个因素外,参考图像和浮动图像之间的辐射度差异极大地影响了图像配准的可实现精度。在这项工作中,我们从辐射特性的变化中得出了配准误差的严重程度。以医学X射线图像配准为例进行此操作。因此,我们通过对简化的图像形成过程进行建模来估计图像强度相对于对象形状,对象材料的X射线衰减以及初始X射线能量的变化。强度的变化然后用于确定所产生的配准误差的闭合形式估计,而与特定的配准算法无关。最后,将理论计算与对具有不同辐射特性的X射线图像上基于强度的配准的准确性进行比较。结果表明,由此得出的精度估计非常适合于预测具有放射线差异的图像的配准可达到的精度。

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