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Correction of differential intensity inhomogeneity in longitudinal MR images.

机译:校正纵向MR图像中的差异强度不均匀性。

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Longitudinal MR imaging is increasingly being used to measure cerebral atrophy progression in dementia and other neurological disorders. Differences in intensity inhomogeneity between serial scans can confound these measurements. This differential bias also distorts nonlinear registration and makes both manual and automated segmentation of tissue type less reliable. A technique is described for the correction of this differential bias that makes no assumptions about signal distribution, bias field or signal homogeneity. Instead, the bias field calculation is performed on the basis that the remaining structure in the difference image of registered serial scans has small-scale structure. The differential bias field is of much larger scale and can thus be obtained by applying an appropriate filter to the difference image. The serial scan pair is then corrected for the differential bias field and atrophy measurement can be performed on the corrected scan pair. Application of a known, simulated bias field to real serial MR images was shown to alter atrophy measurements significantly. The differential correction method recovered the applied differential bias field and thereby improved atrophy measurements. This method was then applied to serial imaging in patients with dementia using a set of serial scan pairs with visually identified, significant differential bias and a set of scan pairs with negligible differential bias. Differential bias correction specifically reduced the variance of the atrophy measure significantly for the scans with significant differential bias.
机译:纵向MR成像越来越多地用于测量痴呆和其他神经系统疾病的脑萎缩进展。连续扫描之间强度不均匀性的差异会混淆这些测量结果。这种差分偏差还会扭曲非线性配准,并使手动和自动分割组织类型的可靠性降低。描述了一种用于校正该差分偏置的技术,该技术不对信号分布,偏置场或信号均匀性做出任何假设。取而代之的是,基于配准串行扫描的差分图像中的剩余结构具有小规模结构来执行偏置场计算。差分偏置场具有更大的比例,因此可以通过对差分图像应用适当的滤波器来获得。然后针对差分偏置场校正串行扫描对,并且可以在校正后的扫描对上执行萎缩测量。结果表明,将已知的模拟偏场应用于真实的串行MR图像会显着改变萎缩测量。差分校正方法恢复了所施加的差分偏置场,从而改善了萎缩测量。然后将该方法应用于痴呆患者的串行成像,方法是使用一组具有视觉识别的,显着的差异性偏差的串行扫描对和一组差异性偏差可忽略的扫描对。对于具有明显差异偏差的扫描,差异偏差校正可显着降低萎缩量度的差异。

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