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Intensity non-uniformity correction is required because MR images are known to contain low frequency spatial intensity variations often referred to as radio frequency inhomogeneity or shading artifact. All segmentation algorithms in brain MRI must account for this artifact to produce accurate segmentations.
(Despotovic., 2015) Partial volume effect modeling for segmentation and tissue classification of brain magnetic resonance images: A review. World J Radiol.