一种自适应参数控制的全身低剂量x射线图像去噪方法

P. Irrera, I. Bloch, M. Delplanque
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引用次数: 5

摘要

提出了一种在低剂量条件下获得的全身x射线图像去噪方法。该算法基于一种适应泊松噪声统计的非局部均值滤波器。该方法的一个新特点是在局部设置滤波参数,以便在低吸收区域保留细节的同时去噪。因此,我们建议利用全局噪声电平测量和梯度幅度的标准偏差图像来适应每个像素的去噪参数。幻影和临床图像的定量和视觉结果显示了该方法的趣味性,达到了目的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A denoising method forwhole-body low-dose x-ray imageswith adaptable parameter control
A denoising method is proposed for full body X-ray images, acquired under low dose conditions. The suggested algorithm is based on a non local means filter adapted to the statistics of Poisson noise. A new feature of the method is to locally set the filtering parameters in order to denoise while preserving details in low absorption regions. Thus, we propose to adapt the denoising parameters for each pixel by exploiting a global noise level measure and the standard deviation image of the gradient magnitude. Quantitative and visual results on phantom and clinical images show the interest of the method, achieving the objectives.
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