Optimized homomorphic unsharp masking for MR grayscale inhomogeneity correction

被引:157
作者
Brinkmann, BH [1 ]
Manduca, A [1 ]
Robb, RA [1 ]
机构
[1] Mayo Clin & Mayo Fdn, Rochester, MN 55905 USA
关键词
grayscale inhomogeneity; image restoration; magnetic resonance imaging (MRI); nonlinear filtering;
D O I
10.1109/42.700729
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Grayscale inhomogeneities in magnetic resonance (MR) images confound quantitative analysis of these images. Homomorphic unsharp masking and its variations have been commonly used as a post-processing method to remove inhomogeneities in MR images. However, little data is available in the literature assessing the relative effectiveness of these algorithms to remove inhomogeneities, or describing how these algorithms can affect image data. In this study, we address these questions quantitatively using simulated images with artificially constructed and empirically measured bias fields. Our results show that mean-based filtering is consistently more effective than median-based algorithms for removing inhomogeneities in MR images, and that artifacts are frequently introduced into images at the most commonly used window sizes. Our results demonstrate dramatic improvement in the effectiveness of the algorithms with significantly larger windows than are commonly used.
引用
收藏
页码:161 / 171
页数:11
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