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MRI intensity inhomogeneity correction based on similar points

机译:基于类似点的MRI强度不均匀校正

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摘要

Intensity inhomogeneity (IIH) in magnetic resonance imaging (MRI) adversely affects image processing and image analysis. In this paper, we propose a novel surface fitting approach for intensity nonuniformity correction in MR images. In our method, pattern matching used in non-local means (NLM) algorithm are used to find voxels with similar structures, and a smooth polynomial surface is fitted by a modified least squares method. This method has the advantage that it can choose appropriate points to easily fit the data. The proposed method has been tested on simulated MR images and real MR brain images, and compared with other popular methods. Both qualitative and quantitative evaluations proved the effectiveness of our proposed method.
机译:磁共振成像(MRI)中的强度不均匀性(IIH)对图像处理和图像分析产生不利影响。在本文中,我们提出了一种新颖的表面拟合方法,用于MR图像中的强度不均匀校正。在我们的方法中,在非本地方法(NLM)算法中使用的模式匹配用于找到具有相似结构的体素,并且通过改进的最小二乘法安装平滑多项式表面。该方法具有以下优点,即它可以选择适当的点以轻松符合数据。所提出的方法已经在模拟MR图像和实际MR脑图像上进行了测试,并与其他流行方法进行比较。定性和量化评估都证明了我们提出的方法的有效性。

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