Title :
Optimized homomorphic unsharp masking for MR grayscale inhomogeneity correction
Author :
Brinkmann, Benjamin H. ; Manduca, Armando ; Robb, Richard A.
Author_Institution :
Biomed. Imaging Resource, Rochester, MN, USA
fDate :
4/1/1998 12:00:00 AM
Abstract :
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, the authors address these questions quantitatively using simulated images with artificially constructed and empirically measured bias fields. The authors´ 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. The authors´ results demonstrate dramatic improvement in the effectiveness of the algorithms with significantly larger windows than are commonly used.
Keywords :
biomedical NMR; image restoration; medical image processing; MR grayscale inhomogeneity correction; algorithms relative effectiveness; artificially constructed bias fields; empirically measured bias fields; inhomogeneities removal; magnetic resonance imaging; median-based algorithms; medical diagnostic imaging; optimized homomorphic unsharp masking; post-processing method; window size; Biomedical imaging; Filtering; Gray-scale; Humans; Image analysis; Image segmentation; Magnetic analysis; Magnetic field measurement; Magnetic resonance imaging; Radio frequency; Algorithms; Artifacts; Brain; Cerebral Cortex; Computer Simulation; Humans; Image Enhancement; Image Processing, Computer-Assisted; Magnetic Resonance Imaging;
Journal_Title :
Medical Imaging, IEEE Transactions on