首页> 外文会议>2012 Fourth International Conference on Computational Intelligence, Communication Systems and Networks >Skull Stripping Using Geodesic Active Contours in Magnetic Resonance Images
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Skull Stripping Using Geodesic Active Contours in Magnetic Resonance Images

机译:在磁共振图像中使用测地线主动轮廓进行颅骨剥离

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摘要

Skull stripping is an important image processing step in many neuroimaging studies. In this paper, a novel scheme based on a level sets representation of the geodesic active contour (GAC) is employed to detect the boundary of the skull. This approach is based on the relation between active contours and the computation of geodesics (minimal length curves). The contour is evolved from inside the MR image under the influence of geometric measures of the MR image. Before the application of GAC, the MR image is roughly done into two regions, brain and nonbrain. The centroid of the brain region is obtained which is used for drawing an ellipse situated well inside the brain region. This ellipse is the initial contour. After the model converges to a stable solution, the obtained mask is processed using morphological operators. This mask is then used to give the final segmented output.
机译:在许多神经影像研究中,颅骨剥离是重要的图像处理步骤。在本文中,一种基于测地线活动轮廓(GAC)的水平集表示的新颖方案用于检测头骨的边界。该方法基于活动轮廓与测地线(最小长度曲线)之间的关系。在MR图像的几何尺寸的影响下,轮廓从MR图像内部演变。在应用GAC之前,MR图像大致分为两个区域,即大脑和非大脑。获得大脑区域的质心,该质心用于绘制位于大脑区域内部的椭圆。此椭圆是初始轮廓。在模型收敛到稳定解之后,使用形态算子对获得的蒙版进行处理。然后使用此掩码提供最终的分段输出。

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