一种不受从噪声图像中提取感兴趣区域影响的噪声功率谱测量方法。

IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Radiological Physics and Technology Pub Date : 2023-12-01 Epub Date: 2023-07-29 DOI:10.1007/s12194-023-00733-2
Akihiro Narita, Yuki Ohsugi, Masaki Ohkubo, Takahiro Fukaya, Kenichi Sakai, Yoshiyuki Noto
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引用次数: 0

摘要

本研究旨在评估感兴趣区域(ROI)大小对计算机断层扫描(CT)图像噪声功率谱(NPS)测量的影响,并提出一种独立于ROI大小的测量NPS的新方法。采用常规方法测量NPS, ROI大小为P × P像素,在CT图像的均匀区域内;即NPSR=P。获得NPSsR=256、128、64、32、16和8,并比较它们对ROI大小的依赖性。在该方法中,将真实NPS数值模拟为参数可调的NPS模型,生成具有NPS模型属性的噪声图像。从生成的噪声图像中,采用P × P像素ROI大小的常规方法测量NPS;得到的NPS记为NPS'R=P。对NPSR模型的可调参数进行优化,使NPS的r =P与NPSR=P最接近。当NPS的r =P几乎等于NPSR=P时,该NPSR模型被认为是真正的NPS。传统方法得到的NPSsR=256、128、64、32、16、8与ROI大小有关。相反,使用所提出的方法测量的nps(优化的nps模型)不依赖于ROI大小,即使使用更小的ROI (P = 16或8)。所提出的NPS测量方法被证实是精确的,与ROI大小无关,并且适用于使用小ROI测量局部NPS。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Method for measuring noise-power spectrum independent of the effect of extracting the region of interest from a noise image.

This study aimed to evaluate the impact of region of interest (ROI) size on noise-power spectrum (NPS) measurement in computed tomography (CT) images and to propose a novel method for measuring NPS independent of ROI size. The NPS was measured using the conventional method with an ROI of size P × P pixels in a uniform region in the CT image; the NPS is referred to as NPSR=P. NPSsR=256, 128, 64, 32, 16, and 8 were obtained and compared to assess their dependency on ROI size. In the proposed method, the true NPS was numerically modeled as an NPSmodel, with adjustable parameters, and a noise image with the property of the NPSmodel was generated. From the generated noise image, the NPS was measured using the conventional method with a P × P pixel ROI size; the obtained NPS was referred to as NPS'R=P. The adjustable parameters of the NPSmodel were optimized such that NPS'R=P was most similar to NPSR=P. When NPS'R=P was almost equivalent to NPSR=P, the NPSmodel was considered the true NPS. NPSsR=256, 128, 64, 32, 16, and 8 obtained using the conventional method were dependent on the ROI size. Conversely, the NPSs (optimized NPSsmodel) measured using the proposed method were not dependent on the ROI size, even when a much smaller ROI (P = 16 or 8) was used. The proposed method for NPS measurement was confirmed to be precise, independent of the ROI size, and useful for measuring local NPSs using a small ROI.

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来源期刊
Radiological Physics and Technology
Radiological Physics and Technology RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING-
CiteScore
3.00
自引率
12.50%
发文量
40
期刊介绍: The purpose of the journal Radiological Physics and Technology is to provide a forum for sharing new knowledge related to research and development in radiological science and technology, including medical physics and radiological technology in diagnostic radiology, nuclear medicine, and radiation therapy among many other radiological disciplines, as well as to contribute to progress and improvement in medical practice and patient health care.
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