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Digital Path Approach Despeckle Filter for Ultrasound Imaging and Video

机译:用于超声成像和视频的数字路径方法去斑滤波器

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摘要

We propose a novel filtering technique capable of reducing the multiplicative noise in ultrasound images that is an extension of the denoising algorithms based on the concept of digital paths. In this approach, the filter weights are calculated taking into account the similarity between pixel intensities that belongs to the local neighborhood of the processed pixel, which is called a path. The output of the filter is estimated as the weighted average of pixels connected by the paths. The way of creating paths is pivotal and determines the effectiveness and computational complexity of the proposed filtering design. Such procedure can be effective for different types of noise but fail in the presence of multiplicative noise. To increase the filtering efficiency for this type of disturbances, we introduce some improvements of the basic concept and new classes of similarity functions and finally extend our techniques to a spatiotemporal domain. The experimental results prove that the proposed algorithm provides the comparable results with the state-of-the-art techniques for multiplicative noise removal in ultrasound images and it can be applied for real-time image enhancement of video streams.
机译:我们提出了一种新颖的滤波技术,能够减少超声图像中的乘法噪声,这是基于数字路径概念的去噪算法的扩展。在这种方法中,考虑到属于已处理像素的局部邻域的像素强度之间的相似性(称为路径),计算了滤波器权重。滤波器的输出估计为路径连接的像素的加权平均值。创建路径的方法至关重要,它决定了所提出的过滤设计的有效性和计算复杂性。这样的过程对于不同类型的噪声可能是有效的,但是在存在乘法噪声的情况下会失败。为了提高针对此类干扰的滤波效率,我们介绍了基本概念的一些改进和相似函数的新类,最后将我们的技术扩展到时空域。实验结果证明,该算法可为超声图像中的乘法噪声去除提供与最新技术相当的结果,可用于视频流的实时图像增强。

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