DocumentCode :
319497
Title :
Improvement of image quality in MR image using adaptive K-nearest neighbor averaging filter
Author :
Teramoto, Atsushi ; Horiba, Isao ; Sugie, Noboru
Author_Institution :
Fac. of Sci. & Technol., Meijo Univ., Nagoya, Japan
Volume :
1
fYear :
1997
fDate :
9-12 Sep 1997
Firstpage :
190
Abstract :
A new filter for the purpose of restoring an MR image from noise-contaminated ones is proposed. The filter is an extension of a non-linear filter, known as K-nearest neighbor averaging filter (KF). In the KF, the filter parameter k is constant over the whole image. In the proposed method, the filter parameter k is changed on the basis of some characteristic values in the local region. As characteristic values, the pixel value and the gradient of the pixel value are employed. Furthermore, the characteristic value which detects the salt-and-pepper noise in the MR image is also employed. In the experiments, the proposed method as well as the conventional one is applied to MR images. As a result, noise smoothing which avoids image edge degradation has been carried out. Furthermore, we evaluate the frequency response using the modulation transfer function. The results have indicated the mechanism of the noise reduction in the AKF
Keywords :
adaptive filters; adaptive signal processing; biomedical NMR; frequency response; image restoration; medical image processing; noise; nonlinear filters; optical transfer function; smoothing methods; MR image; adaptive k-nearest neighbor averaging filter; characteristic values; experiments; filter parameter; frequency response; image edge degradation; image quality improvement; image restoration; local region; modulation transfer function; noise reduction; noise smoothing; noise-contaminated image; nonlinear filter; pixel value; pixel value gradient; salt-and-pepper noise detection; Adaptive filters; Aging; Electronic mail; Image quality; Image restoration; Matched filters; Noise measurement; Noise reduction; Nonlinear filters; Pixel;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information, Communications and Signal Processing, 1997. ICICS., Proceedings of 1997 International Conference on
Print_ISBN :
0-7803-3676-3
Type :
conf
DOI :
10.1109/ICICS.1997.647085
Filename :
647085
Link To Document :
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