DocumentCode
2530839
Title
MRI denoising using bilateral filter in redundant wavelet domain
Author
Anand, C. Shyam ; Sahambi, J.S.
Author_Institution
Dept. of Electron. & Commun. Eng., Indian Inst. of Technol. Guwahati, Guwahati
fYear
2008
fDate
19-21 Nov. 2008
Firstpage
1
Lastpage
6
Abstract
Thermal noise is the main source of noise in Magnetic Resonance Imaging (MRI) technique. The image is commonly reconstructed by computing inverse discrete Fourier transform of the raw data. The noise in the reconstructed complex data is complex white gaussian noise. The magnitude of the reconstructed magnetic resonance image is used for diagnosis and automatic computer analysis. An efficient method for enhancement of noisy magnetic resonance image using Bilateral filter in the undecimated wavelet domain is proposed. Undecimated Wavelet Transform (UDWT) is employed to provide effective representation of the noisy coefficients. The filter coefficients of the UDWT are not up sampled with increase in the level of decomposition. Applying bilateral filter on the transformed approximation coefficients, effectively preserves the relevant edge features and removes the noisy coefficients. The reconstructed MRI data has high peak signal to noise ratio (PSNR) compared to the classical wavelet domain denoising approaches.
Keywords
Gaussian noise; approximation theory; biomedical MRI; discrete Fourier transforms; image denoising; medical image processing; wavelet transforms; MRI denoising; approximation coefficients; automatic computer analysis; bilateral filter; complex white Gaussian noise; edge features; inverse discrete Fourier transform; magnetic resonance imaging; noisy coefficients; noisy magnetic resonance image; reconstructed magnetic resonance image; redundant wavelet domain; thermal noise; undecimated wavelet domain; undecimated wavelet transform; wavelet domain denoising; Filters; Gaussian noise; Image reconstruction; Magnetic noise; Magnetic resonance; Magnetic resonance imaging; Magnetic separation; Noise reduction; PSNR; Wavelet domain; Bilateral filtering; Discrete wavelet transform; Feature preserved denoising; MRI; Undecimated wavelet transform;
fLanguage
English
Publisher
ieee
Conference_Titel
TENCON 2008 - 2008 IEEE Region 10 Conference
Conference_Location
Hyderabad
Print_ISBN
978-1-4244-2408-5
Electronic_ISBN
978-1-4244-2409-2
Type
conf
DOI
10.1109/TENCON.2008.4766742
Filename
4766742
Link To Document