• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

技术说明:基于 3D 噪声功率谱中央频率和噪声幅度比的自适应统计迭代重建的扫描仪依赖性。

Technical Note: Scanner dependence of adaptive statistical iterative reconstruction with 3D noise power spectrum central frequency and noise magnitude ratios.

机构信息

Department of Radiological Technology, National Cancer Center Japan, Tokyo, Japan.

AlgoMedica, Inc., Sunnyvale, California, USA.

出版信息

Med Phys. 2021 Sep;48(9):4993-5003. doi: 10.1002/mp.15104. Epub 2021 Jul 31.

DOI:10.1002/mp.15104
PMID:34287936
Abstract

PURPOSE

In this study, the noise reduction properties of the adaptive statistical iterative reconstruction (IR) on two different CT scanners of 64 and 256-slice were compared and their differences were assessed.

METHODS AND MATERIALS

The homogeneous module of the ACR CT phantom was scanned on the 64 and 256 slices CT scanners from the same vendor in the range of 15-40 mA. On each scanner, the data were reconstructed using filtered back projection (FBP) and at all strengths of IR with the STANDARD kernel. For each reconstruction, a 3D noise power spectrum (NPS) was calculated and the central frequency ratio in the xy plane (CFR ), CFR in the z-direction (CFR ), and noise magnitude ratio (NMR) were derived. CFR is the central frequency ratio of NPS between the denoised image and the FBP image, and NMR is the ratio of the areas under the NPS curves. Ideally, both CFR and CFR should be near 1, indicating minimal texture changes in both xy and z directions, while NMR should be as close to 0 as possible, indicating more noise reduction.

RESULTS

When comparing strengths with equivalent impact on noise texture, IR on the 64-slice reduced the noise magnitude in the xy plane more than that on the 256-slice. In the z-direction, the IR on the 256-slice produced a central frequency shift on the 256-slice but not on the 64-slice. In addition, the noise reduction effects of the IR on the 256-slice were affected when radiation exposure was below 2.0 mGy, but there was no observable dose-dependence on the 64-slice.

CONCLUSIONS

Our noise property analysis revealed that iterative reconstructions on different scanner platforms from the same vendor can be distinct, with unique effects on the noise texture and magnitude in CT images. The IR on a 64-slice scanner provides slightly enhanced noise reduction and maintains a noise reduction rate independent of dose, unlike the one on a 256-slice scanner. Notably, the IR on the 64-slice scanner was a 2D noise reduction technique (NRT), while the one on the 256-slice was a 3D NRT. These observations showcase the impact of different NRTs on clinical CT images, even when comparing the same NRT on different scanners.

摘要

目的

本研究旨在比较两种不同的 64 层和 256 层 CT 扫描仪上自适应统计迭代重建(IR)的降噪性能,并评估它们之间的差异。

方法和材料

使用相同供应商的 64 层和 256 层 CT 扫描仪对 ACR CT 体模的均匀模块进行扫描,管电流范围为 15-40mA。在每台扫描仪上,使用滤波反投影(FBP)和所有强度的 IR (STANDARD 内核)进行数据重建。对于每种重建,计算三维噪声功率谱(NPS),并导出 xy 平面中的中心频率比(CFR)、z 方向中的 CFR(CFR)和噪声幅度比(NMR)。CFR 是去噪图像和 FBP 图像之间 NPS 的中心频率比,NMR 是 NPS 曲线下面积的比值。理想情况下,CFR 和 CFR 都应接近 1,表明 xy 和 z 方向的纹理变化最小,而 NMR 应尽可能接近 0,表明降噪效果更好。

结果

当比较对噪声纹理具有等效影响的强度时,64 层 IR 比 256 层 IR 更能降低 xy 平面的噪声幅度。在 z 方向,256 层的 IR 产生了一个在 256 层上的中心频率偏移,但在 64 层上没有。此外,当辐射剂量低于 2.0mGy 时,256 层 IR 的降噪效果会受到影响,但在 64 层上没有观察到剂量依赖性。

结论

我们的噪声特性分析表明,来自同一供应商的不同扫描仪平台上的迭代重建可能存在差异,对 CT 图像中的噪声纹理和幅度有独特的影响。与 256 层扫描仪相比,64 层扫描仪上的 IR 提供了略微增强的降噪效果,并且降噪率与剂量无关。值得注意的是,64 层扫描仪上的 IR 是一种 2D 降噪技术(NRT),而 256 层扫描仪上的 IR 是一种 3D NRT。这些观察结果表明,即使在比较不同扫描仪上的相同 NRT 时,不同的 NRT 也会对临床 CT 图像产生影响。

相似文献

1
Technical Note: Scanner dependence of adaptive statistical iterative reconstruction with 3D noise power spectrum central frequency and noise magnitude ratios.技术说明:基于 3D 噪声功率谱中央频率和噪声幅度比的自适应统计迭代重建的扫描仪依赖性。
Med Phys. 2021 Sep;48(9):4993-5003. doi: 10.1002/mp.15104. Epub 2021 Jul 31.
2
Technical Note: Impact on central frequency and noise magnitude ratios by advanced CT image reconstruction techniques.技术说明:高级 CT 图像重建技术对中心频率和噪声幅度比的影响。
Med Phys. 2020 Feb;47(2):480-487. doi: 10.1002/mp.13937. Epub 2019 Dec 30.
3
Noise reduction profile: A new method for evaluation of noise reduction techniques in CT.降噪谱:一种评估 CT 降噪技术的新方法。
Med Phys. 2022 Jan;49(1):186-200. doi: 10.1002/mp.15382. Epub 2021 Dec 15.
4
Validation of synthesized normal-resolution image data generated from high-resolution acquisitions on a commercial CT scanner.在商用CT扫描仪上对由高分辨率采集生成的合成正常分辨率图像数据进行验证。
Med Phys. 2020 Oct;47(10):4775-4785. doi: 10.1002/mp.14395. Epub 2020 Aug 5.
5
Quality evaluation of image-based iterative reconstruction for CT: Comparison with hybrid iterative reconstruction.基于图像的 CT 迭代重建质量评估:与混合迭代重建的比较。
J Appl Clin Med Phys. 2019 Jun;20(6):199-205. doi: 10.1002/acm2.12597. Epub 2019 May 2.
6
Statistical model based iterative reconstruction (MBIR) in clinical CT systems: experimental assessment of noise performance.临床CT系统中基于统计模型的迭代重建(MBIR):噪声性能的实验评估
Med Phys. 2014 Apr;41(4):041906. doi: 10.1118/1.4867863.
7
CT head-scan dosimetry in an anthropomorphic phantom and associated measurement of ACR accreditation-phantom imaging metrics under clinically representative scan conditions.在人体模型中进行 CT 头部扫描剂量测定,并在具有临床代表性的扫描条件下对符合 ACR 认证标准的人体模型成像指标进行相关测量。
Med Phys. 2013 Aug;40(8):081917. doi: 10.1118/1.4815964.
8
Assessment of volumetric noise and resolution performance for linear and nonlinear CT reconstruction methods.线性和非线性CT重建方法的容积噪声及分辨率性能评估
Med Phys. 2014 Jul;41(7):071909. doi: 10.1118/1.4881519.
9
Improving Low-contrast Detectability and Noise Texture Pattern for Computed Tomography Using Iterative Reconstruction Accelerated with Machine Learning Method: A Phantom Study.利用机器学习方法加速迭代重建提高 CT 低对比度检测能力和噪声纹理模式:一项体模研究。
Acad Radiol. 2020 Jul;27(7):929-936. doi: 10.1016/j.acra.2019.09.007. Epub 2020 Jan 7.
10
Characterization of a commercial hybrid iterative and model-based reconstruction algorithm in radiation oncology.一种用于放射肿瘤学的商业混合迭代与基于模型的重建算法的特性分析。
Med Phys. 2014 Aug;41(8):081907. doi: 10.1118/1.4885976.

引用本文的文献

1
CT image denoising methods for image quality improvement and radiation dose reduction.CT 图像降噪方法可提高图像质量,降低辐射剂量。
J Appl Clin Med Phys. 2024 Feb;25(2):e14270. doi: 10.1002/acm2.14270. Epub 2024 Jan 19.