平滑的
正规化(语言学)
线性化
边缘保持平滑
算法
GSM演进的增强数据速率
计算机科学
图像(数学)
各项异性扩散
计算机视觉
人工智能
物理
量子力学
非线性系统
作者
Yanwei Qin,Tianjiao Sun,Xin Lu,Xiaojiang Yu,Yunsong Zhao,Xing Zhao
出处
期刊:Physica Scripta
[IOP Publishing]
日期:2023-10-17
卷期号:98 (11): 115114-115114
标识
DOI:10.1088/1402-4896/acfacd
摘要
Abstract The exterior CT problem is a special x-ray CT imaging problem, which is often used for nondestructive inspections of large tubular samples. It can image a pipeline wall with a relatively small detector. However, exterior imaging is challenging owing to the incomplete data obtained. In this paper, we propose a regularization model for the exterior CT problem, in which an edge-preserving diffusion and edge-preserving smoothing regularizer is employed. In addition, the polychromatic characteristic of the emitted x-rays is also considered so that the model is closer to the actual physical process. Using the linearization strategy, a corresponding solution algorithm is derived. The proposed model and the algorithm are verified with both simulated data and real data. It is shown that the two type of artifacts, exterior problem artifacts and beam-hardening artifacts, can be effectively suppressed.
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