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首页> 外文期刊>International journal of biomedical engineering and technology >Fast gradient projection algorithm based Rician noise removal in MR images
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Fast gradient projection algorithm based Rician noise removal in MR images

机译:基于快速梯度投影算法的MR图像Rician噪声去除

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摘要

MR images are vulnerable to Rician distributed noise due to contrast reducing signal dependent bias. This paper presents a combined gradient projection method with Gabor filter technique for removing the Rician noise present in MR images. The proposed method is based on the function of Gradient projection filter to identify the artefact and denoise the image. For demonstrating the performance of the proposed method, the Rician noise is added to the raw MR images and removed using the proposed method. Further, the proposed algorithm was tested on various brain MR images and the performance of the algorithm was studied by estimating the performance metrics and visual inspection, and compared with the existing denoising methods.
机译:由于对比度降低了信号依赖偏差,因此MR图像容易受到Rician分布噪声的影响。本文提出了一种结合Gabor滤波技术的梯度投影方法,以消除MR图像中存在的Rician噪声。所提出的方法是基于梯度投影滤波器的功能来识别伪像和对图像进行去噪的。为了证明所提出的方法的性能,将Rician噪声添加到原始MR图像并使用所提出的方法将其去除。此外,该算法在各种脑部MR图像上进行了测试,并通过估计性能指标和视觉检查来研究该算法的性能,并与现有的去噪方法进行了比较。

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