Title :
MRI denoising based on neutrosophic wiener filtering
Author :
Mohan, J. ; Guo, Yanhui ; Krishnaveni, V. ; Jeganathan, Kanchana
Author_Institution :
Dept. of ECE, P.A Coll. of Eng. & Technol., Pollachi, India
Abstract :
In this paper, a new filtering method is presents to remove Rician noise from magnetic resonance image. This filter is based on Neutrosophic set (NS) approach of wiener filtering. A Neutrosophic Set (NS), a part of neutrosophy theory, studies the origin, nature, and scope of neutralities, as well as their interactions with different ideational spectra. Now, we apply the neutrosophic set into image domain and define some concepts and operators for image denoising. The image is transformed into NS domain, described using three membership sets: True (T), Indeterminacy (I) and False (F). The entropy of the neutrosophic set is defined and employed to measure the indeterminacy. The ω-wiener filtering operation is used on T and F to decrease the set indeterminacy and remove noise. The experiments have conducted on simulated MR images from Brainweb database with Rician noise added. The visual and the diagnostic quality of the denoised image are well preserved. The performance of this filter is compared with anisotropic diffusion filter (ADF) and unbiased non local mean filter (UNLM).
Keywords :
Wiener filters; biomedical MRI; brain; entropy; image denoising; medical image processing; neurophysiology; Brainweb database; MRI denoising; Rician noise removal; anisotropic diffusion filter; diagnostic quality; entropy; image denoising; image domain; magnetic resonance imaging; neutrosophic Wiener filtering; neutrosophy theory; unbiased nonlocal mean filter; visual quality; Magnetic resonance imaging; Noise level; PSNR; Rician channels; Wiener filters; Denoising; PSNR; QILV; Rician distribution; SSIM; magnetic resonance imaging; neutrosophic set; wiener;
Conference_Titel :
Imaging Systems and Techniques (IST), 2012 IEEE International Conference on
Conference_Location :
Manchester
Print_ISBN :
978-1-4577-1776-5
DOI :
10.1109/IST.2012.6295518