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Neonatal brain MRI normalization with 3-D cerebral sulci registration

机译:新生儿脑MRI标准化与3-D脑舒尔核登记

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MR image registration (IR) has been used in brain function analysis, voxel-based-morphometry, etc. The conventional IR methods mainly use MR signal based likelihood. However, they cannot prevent miss registration of different gyri because they do not evaluate correspondence of sulci. Also, we cannot directly apply methods for adult brain to neonatal brain because there are large differences in MR signal and sulcal width. This paper focuses on neonatal brain MR images, and introduces a new feature called sulcal-distribution index (SDI), which is calculated from MR signal around the cerebral surface. Next, this paper proposes a non-rigid 3-D IR method based on a flattening with SDI. The likelihood used is mutual information of SDI. The new method evaluates the correspondence of cerebral sulci. And, the method will be effective for neonatal brain in which the accurate delineation of cerebral surface is difficult because the method evaluates the MR signal around the cerebral surface. Results in 3 neonates (modified age; 3–5 weeks) showed that the method registered one brain with the other brain successfully.
机译:MR图像配准(IR)已被用于脑函数分析,基于体素的形态学等。传统的IR方法主要使用MR信号的似然。但是,他们无法阻止不同的Gyri的错过注册,因为它们不评估舒尔的对应关系。此外,我们不能直接将成人大脑的方法应用于新生大脑,因为MR信号和硫宽度存在较大差异。本文重点介绍新生脑MR图像,并引入称为硫型分布指数(SDI)的新特征,其从脑表面周围的MR信号计算。接下来,本文提出了一种基于SDI扁平化的非刚性3-D IR方法。使用的可能性是SDI的相互信息。新方法评估脑舒尔菌的对应关系。并且,该方法对于新生大脑是有效的,其中脑表面的准确描绘是困难的,因为该方法评估脑表面周围的MR信号。结果3个新生儿(修饰年龄; 3-5周)表明该方法已成功注册了另一个大脑。

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