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  Published Paper Details:

  Paper Title

AN EFFICIENT FOURTH ORDER PDE-BASED NONLINEAR FILTER ADAPTED TO RICIAN NOISE FOR RESTORATION AND ENHANCEMENT OF MAGNETIC RESONANCE IMAGES

  Authors

  R.B.Yadav ,  Mahima Singh

  Keywords

Nonlinear fourth order PDE based filter, 2D MR images, Rician�s probability distribution function, Rician noise reduction.

  Abstract


In this manuscript, for the removal of Rician noises from MR images a fourth order PDE (partial differential equation) based nonlinear filter is proposed. The filter implemented contains two terms firstly, the data fidelity term and secondly, prior function term. By minimizing the negative log likelihood of Rician probability density function (pdf) we get the fidelity term. A prior function is introduced because the solution of the first term has ill-posed nature. This prior function is a nonlinear anisotropic diffusion based filter. To maintain the trade off balance between these two terms a regularization parameter is introduced. In terms of PSNR at various noise levels the comparative study and performance analysis of the suggested model with other standard methods is presented for Brain Web dataset. From the results obtained, it is clear that the method implemented is performing better noise removal as compared to other methods.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2009188

  Paper ID - 198683

  Page Number(s) - 1412-1419

  Pubished in - Volume 8 | Issue 9 | September 2020

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  R.B.Yadav ,  Mahima Singh,   "AN EFFICIENT FOURTH ORDER PDE-BASED NONLINEAR FILTER ADAPTED TO RICIAN NOISE FOR RESTORATION AND ENHANCEMENT OF MAGNETIC RESONANCE IMAGES", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.8, Issue 9, pp.1412-1419, September 2020, Available at :http://www.ijcrt.org/papers/IJCRT2009188.pdf

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ISSN: 2320-2882
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Journal Starting Year (ESTD) : 2013
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ISSN and 7.97 Impact Factor Details


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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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