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基于空间和频率的超声图像超分辨率

Spatial and frequency-based super-resolution of ultrasound images.

作者信息

Wu Mon-Ju, Karls Joseph, Duenwald-Kuehl Sarah, Vanderby Ray, Sethares William

机构信息

Materials Science Program, University of Wisconsin-Madison, 2556 Engineering Hall, 1415 Engineering Drive, Madison, WI 53706, USA.

Department of Electrical and Computer Engineering, University of Wisconsin-Madison, 2556 Engineering Hall, 1415 Engineering Drive, Madison, WI 53706, USA.

出版信息

Comput Methods Biomech Biomed Eng Imaging Vis. 2014 Jul 1;2(3):146-156. doi: 10.1080/21681163.2013.866525.

Abstract

Modern ultrasound systems can output video images containing more spatial and temporal information than still images. Super-resolution techniques can exploit additional information but face two challenges: image registration and complex motion. In addition, information from multiple available frequencies is unexploited. Herein, we utilised these information sources to create better ultrasound images and videos, extending existing technologies for image capture. Spatial and frequency-based super-resolution processing using multiple motion estimation and frequency combination was applied to ultrasound videos of deforming models. Processed images are larger, have greater clarity and detail, and less variability in intensity between frames. Significantly, strain measurements are more accurate and precise than those from raw videos, and have a higher contrast ratio between 'tumour' and 'surrounding tissue' in a phantom model. We attribute improvements to reduced noise and increased resolution in processed images. Our methods can significantly improve quantitative and qualitative assessments of ultrasound images when compared assessments of standard images.

摘要

现代超声系统能够输出包含比静态图像更多空间和时间信息的视频图像。超分辨率技术可以利用额外信息,但面临两个挑战:图像配准和复杂运动。此外,来自多个可用频率的信息未被利用。在此,我们利用这些信息源来创建更好的超声图像和视频,扩展了现有的图像捕获技术。使用多重运动估计和频率组合的基于空间和频率的超分辨率处理被应用于变形模型的超声视频。处理后的图像更大,具有更高的清晰度和细节,并且帧间强度变化更小。值得注意的是,应变测量比原始视频中的测量更准确、精确,并且在体模模型中“肿瘤”与“周围组织”之间具有更高的对比度。我们将这些改进归因于处理后图像中噪声的减少和分辨率的提高。与标准图像的评估相比,我们的方法可以显著改善超声图像的定量和定性评估。

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