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Characteristic matching-based adaptive fast bilateral filter for ultrasound speckle reduction

机译:基于特征匹配的自适应快速双边滤波器减少超声斑点

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摘要

Ultrasound images show a granular pattern of noise known as speckle which diminishes their quality and results in difficulties in diagnosis. This paper presents an adaptive fast bilateral filter (AFBF) to reduce the speckle noise. The presented filter is derived from a conventional bilateral filter and is adaptively adjusted by the detection of speckle statistics. The criterion of speckle region is defined from a similarity value obtained from local characteristic matching between the processing window and a reference speckle area. The presented filter can reduce the speckle noise and, at the same time, maintain the tissue structure. Ultrasound phantom testing and in vivo imaging show that the proposed method can improve the quality of an ultrasound image in terms of tissue SNR, CNR and FOM values.
机译:超声图像显示出称为斑点的噪声的颗粒状图案,这会降低其质量并导致诊断困难。本文提出了一种自适应快速双边滤波器(AFBF),以减少斑点噪声。所提出的滤波器是从传统的双边滤波器派生而来的,并且可以通过检测斑点统计数据进行自适应调整。根据从处理窗口和参考斑点区域之间的局部特征匹配获得的相似度值来定义斑点区域的标准。提出的滤波器可以减少斑点噪声,并同时保持组织结构。超声体模测试和体内成像表明,该方法可以提高组织SNR,CNR和FOM值的超声图像质量。

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