Title :
Improvements of nuclear magnetic resonance image quality using iterations of adaptive nonlinear filtering
Author :
Itagaki, Hidenobu
Author_Institution :
Mitsubishi Electric Corp., Hyogo, Japan
fDate :
6/1/1993 12:00:00 AM
Abstract :
To improve nuclear magnetic resonance (NMR) image quality, a method using iterations of adaptive nonlinear filtering is presented. The method utilizes the properties of an NMR image´s noises which are spike-like in the local region. An NMR image is iteratively filtered by a mode-change-type nonlinear filter which has two modes. The first mode reduces small amplitude noises in the NMR image, so that the S/N ratio of the image is improved, and then the residual noises become more spike-like. The second mode mainly reduces large amplitude spike-like noises of the image improved by the first mode, which cannot reduce spike-like noises. Using the proposed iterative filter, it is found by simulations that the S/N ratio of the NMR image is improved by as much as a factor of 2.7. A significant improvement in the image quality when this filter is used is demonstrated by applying it to an NMR image of a human head obtained from an actual NMR imaging apparatus
Keywords :
biomedical NMR; iterative methods; medical image processing; S/N ratio; adaptive nonlinear filtering; human head; iterations; large amplitude spike-like noises; medical diagnostic imaging; mode-change-type nonlinear filter; nuclear magnetic resonance image quality; Adaptive filters; Filtering; Image quality; Magnetic noise; Magnetic separation; Noise level; Noise reduction; Nonlinear filters; Nuclear magnetic resonance; Signal to noise ratio;
Journal_Title :
Medical Imaging, IEEE Transactions on