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Detection of the midsagittal plane in MR images using a sheetness measure from eigenanalysis of local 3D phase congruency responses

机译:使用局部性3D相一致性响应的特征分析的平整度检测MR图像中的矢状面

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The midsagittal plane (MSP) separates the cerebrum into left and right hemispheres and its detection has a number of useful applications in brain image processing. We propose an automatic technique for the detection of the MSP in magnetic resonance (MR) images that uses a sheetness measure obtained from eigenanalysis of local matrix of second-order moments of 3D phase congruency responses to determine those voxels most likely to belong to the MSP. A weighted least-squares fitting algorithm is used in a coarse-to-fine iterative manner to find the best fitting plane (the MSP) through the selected voxels. Unlike most of the proposed approaches, which are mainly based on symmetric measures of the brain, our technique uses a direct measure to find the MSP. Our technique was applied to 202 MR images (40 clinical and 162 synthetic) and it has shown to be very effective for both symmetrical and asymmetrical brain images. Quantitative assessment, using the angle between unit normals of the detected and reference MSPs, yielded to a mean absolute angle value bellow 0.5°.
机译:矢状中平面(MSP)将大脑分成左右半球,其检测在脑图像处理中有许多有用的应用。我们提出了一种自动检测磁共振(MR)图像中MSP的技术,该技术使用从3D相一致性响应的二阶矩局部矩阵的本征分析中获得的平整度来确定那些最有可能属于MSP的体素。加权最小二乘拟合算法以从粗到精的迭代方式使用,以通过选定的体素找到最佳拟合平面(MSP)。与大多数建议的方法(主要基于大脑的对称度量)不同,我们的技术使用直接度量来找到MSP。我们的技术被应用于202幅MR图像(40幅临床图像和162幅合成图像),并且已证明对于对称和不对称的大脑图像都非常有效。使用检测到的MSP的单位法线与参考MSP的单位法线之间的角度进行定量评估,得出的平均绝对角度值在0.5°以下。

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