像素
工件(错误)
投影(关系代数)
探测器
非线性系统
迭代重建
锥束ct
数学
计算机视觉
点(几何)
光学
人工智能
算法
计算机科学
计算机断层摄影术
物理
几何学
放射科
医学
量子力学
作者
Xiaodong Guo,Weiwen Wu,Xiaojiao Duan,Haijun Yu,Dingyue Chang,Peng He,Jue Wang,Rifeng Zhou,Yu Du,Kang An
标识
DOI:10.1109/tim.2022.3193713
摘要
In practice, the cone-beam CT images are usually tarnished by ring artifacts. To address this problem, in this paper, we proposed a ring-artifact removal technique based on the nonlinear deviation correction of pixel response for flat panel detector (FPD), named as Nonlinear Deviation CorrecTion (NDCT). Our proposed NDCT is a two-point fitting correction method of the local response from mean projection images. Its advantages lie in the following three aspects. First, it obtains correction coefficients by solving the correction equations based on the mean projection images without additional scanning, which improves efficiency. Second, it corrects all pixels of FPD at the same time, which eliminates the inconsistency of adjacent pixels and then the ring-artifact within three-dimensional CT image can be corrected. Third, the calculation is very simple so the correction speed is fast, which further improves efficiency in practice. Both numerical and real experiments showed that our NDCT method achieved excellent performance and fast speed in ring artifact removal.
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