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Reconstruction of the human cerebral cortex from magnetic resonance images

机译:从磁共振图像重建人类大脑皮层

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摘要

Reconstructing the geometry of the human cerebral cortex from MR images is an important step in both brain mapping and surgical path planning applications. Difficulties with imaging noise, partial volume averaging, image intensity inhomogeneities, convoluted cortical structures, and the requirement to preserve anatomical topology make the development of accurate automated algorithms particularly challenging. Here the authors address each of these problems and describe a systematic method for obtaining a surface representation of the geometric central layer of the human cerebral cortex. Using fuzzy segmentation, an isosurface algorithm, and a deformable surface model, the method reconstructs the entire cortex with the correct topology, including deep convoluted sulci and gyri. The method is largely automated and its results are robust to imaging noise, partial volume averaging, and image intensity inhomogeneities. The performance of this method is demonstrated, both qualitatively and quantitatively, and the results of its application to six subjects and one simulated MR brain volume are presented.
机译:从MR图像重建人类大脑皮层的几何结构是大脑映射和手术路径规划应用中的重要一步。成像噪声,部分体积平均,图像强度不均匀性,复杂的皮质结构以及保留解剖学拓扑结构的要求等难题使精确的自动化算法的开发特别具有挑战性。在这里,作者解决了这些问题中的每一个,并描述了一种获得人脑皮质几何中心层表面表示的系统方法。该方法使用模糊分割,等值面算法和可变形表面模型,以正确的拓扑结构重建整个皮质,包括深回旋的龈沟和回旋。该方法在很大程度上是自动化的,其结果对于成像噪声,部分体积平均和图像强度不均匀性均具有鲁棒性。定性和定量地证明了该方法的性能,并给出了该方法在六名受试者和一个模拟MR脑体积上的应用结果。

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