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本文引用的文献

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A new class of detail-preserving filters for image processing.一类用于图像处理的保细节滤波器。
IEEE Trans Pattern Anal Mach Intell. 1987 Jan;9(1):74-90. doi: 10.1109/tpami.1987.4767873.
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Statistical estimation of ultrasonic propagation path parameters for aberration correction.用于像差校正的超声传播路径参数的统计估计
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基于高分辨率 MRI 数据的三维乳腺模型中超声的大规模传播。

Large-scale propagation of ultrasound in a 3-D breast model based on high-resolution MRI data.

机构信息

Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY 14627, USA.

出版信息

IEEE Trans Biomed Eng. 2010 Jun;57(6):1273-84. doi: 10.1109/TBME.2009.2040022. Epub 2010 Feb 17.

DOI:10.1109/TBME.2009.2040022
PMID:20172794
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2910847/
Abstract

A 40 x 35 x 25-mm(3) specimen of human breast consisting mostly of fat and connective tissue was imaged using a 3-T magnetic resonance scanner. The resolutions in the image plane and in the orthogonal direction were 130 microm and 150 microm, respectively. Initial processing to prepare the data for segmentation consisted of contrast inversion, interpolation, and noise reduction. Noise reduction used a multilevel bidirectional median filter to preserve edges. The volume of data was segmented into regions of fat and connective tissue by using a combination of local and global thresholding. Local thresholding was performed to preserve fine detail, while global thresholding was performed to minimize the interclass variance between voxels classified as background and voxels classified as object. After smoothing the data to avoid aliasing artifacts, the segmented data volume was visualized using isosurfaces. The isosurfaces were enhanced using transparency, lighting, shading, reflectance, and animation. Computations of pulse propagation through the model illustrate its utility for the study of ultrasound aberration. The results show the feasibility of using the described combination of methods to demonstrate tissue morphology in a form that provides insight about the way ultrasound beams are aberrated in three dimensions by tissue.

摘要

使用 3T 磁共振扫描仪对主要由脂肪和结缔组织组成的 40x35x25mm³人体乳腺标本进行成像。图像平面和正交方向的分辨率分别为 130 微米和 150 微米。为了准备分割数据,初始处理包括对比度反转、插值和降噪。降噪使用多级双向中值滤波器来保留边缘。通过局部和全局阈值相结合将数据体积分割为脂肪和结缔组织区域。局部阈值用于保留精细细节,而全局阈值用于最小化分类为背景的体素和分类为对象的体素之间的类间方差。对数据进行平滑处理以避免混叠伪影后,使用等表面图可视化分割后的数据体积。通过透明度、照明、阴影、反射率和动画增强等表面图。通过模型中的脉冲传播计算说明了其在超声像差研究中的实用性。结果表明,使用所描述的方法组合来以提供有关超声束在三维空间中被组织像差影响的方式的见解的形式显示组织形态是可行的。