基于少数角度投影的CT图像重建精度模拟研究

A Simulation Study on Reconstruction Accuracy of CT Images from Few-view Projections

  • 摘要: 本文借鉴分形维度相关理论,利用边长面积比描述几何复杂度,同时提出基于计算旋转自相似性的几何复杂度计算方法,并围绕两种复杂度定义方法展开对比研究。基于两种复杂度计算方法,对几何复杂程度、重建精度与照相投影角度数三者之间的关系展开规律性定量研究,获得定量规律,进一步预测随机几何在少数角度投影下的重建精度,给出达到一定重建精度时所需要的最少投影角度数目。

     

    Abstract: In this study, we draw on fractal dimension theory and employ the edge-to-area ratio to quantify geometric complexity. Additionally, we introduce a method for calculating geometric complexity based on rotational self-similarity and conduct comparative research based on these two complexity definitions. Furthermore, we examine the quantitative relationships between geometric complexity, reconstruction accuracy, and the number of projection angles using these two methods of complexity calculation. The resulting quantitative models offer insights into the reconstruction accuracy of random geometries from few projections and establish the minimum number of projection angles required to achieve a predetermined level of reconstruction accuracy.

     

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