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用于CT聚合物凝胶剂量测定中降噪的自适应均值滤波

Adaptive mean filtering for noise reduction in CT polymer gel dosimetry.

作者信息

Hilts Michelle, Jirasek Andrew

机构信息

Medical Physics, BC Cancer Agency-Vancouver Island Centre, Victoria, British Columbia, V8R6V5, Canada.

出版信息

Med Phys. 2008 Jan;35(1):344-55. doi: 10.1118/1.2818742.

DOI:10.1118/1.2818742
PMID:18293589
Abstract

X-ray computed tomography (CT) as a method of extracting 3D dose information from irradiated polymer gel dosimeters is showing potential as a practical means to implement gel dosimetry in a radiation therapy clinic. However, the response of CT contrast to dose is weak and noise reduction is critical in order to achieve adequate dose resolutions with this method. Phantom design and CT imaging technique have both been shown to decrease image noise. In addition, image postprocessing using noise reduction filtering techniques have been proposed. This work evaluates in detail the use of the adaptive mean filter for reducing noise in CT gel dosimetry. Filter performance is systematically tested using both synthetic patterns mimicking a range of clinical dose distribution features as well as actual clinical dose distributions. Both low and high signal-to-noise ratio (SNR) situations are examined. For all cases, the effects of filter kernel size and the number of iterations are investigated. Results indicate that adaptive mean filtering is a highly effective tool for noise reduction CT gel dosimetry. The optimum filtering strategy depends on characteristics of the dose distributions and image noise level. For low noise images (SNR approximately 20), the filtered results are excellent and use of adaptive mean filtering is recommended as a standard processing tool. For high noise images (SNR approximately 5) adaptive mean filtering can also produce excellent results, but filtering must be approached with more caution as spatial and dose distortions of the original dose distribution can occur.

摘要

作为从辐照聚合物凝胶剂量计中提取三维剂量信息的一种方法,X射线计算机断层扫描(CT)正展现出在放射治疗临床中实施凝胶剂量测定法的实际手段的潜力。然而,CT对比度对剂量的响应较弱,为了用这种方法实现足够的剂量分辨率,降噪至关重要。体模设计和CT成像技术都已被证明可降低图像噪声。此外,已有人提出使用降噪滤波技术进行图像后处理。这项工作详细评估了自适应均值滤波器在降低CT凝胶剂量测定法中的噪声方面的应用。使用模拟一系列临床剂量分布特征的合成图案以及实际临床剂量分布,系统地测试了滤波器性能。研究了低信噪比(SNR)和高信噪比两种情况。对于所有情况,研究了滤波内核大小和迭代次数的影响。结果表明,自适应均值滤波是降低CT凝胶剂量测定法噪声的高效工具。最佳滤波策略取决于剂量分布特征和图像噪声水平。对于低噪声图像(SNR约为20),滤波结果非常好,建议将自适应均值滤波用作标准处理工具。对于高噪声图像(SNR约为5),自适应均值滤波也能产生很好的结果,但由于可能会出现原始剂量分布的空间和剂量失真,因此必须更谨慎地进行滤波。

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