Research Article

Survey in Existing Non-Local Means Algorithm for Noise Reduction

by  Arti Singh, Ram Singar Verma
journal cover
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 164 - Issue 9
Published: Apr 2017
Authors: Arti Singh, Ram Singar Verma
10.5120/ijca2017913751
PDF

Arti Singh, Ram Singar Verma . Survey in Existing Non-Local Means Algorithm for Noise Reduction. International Journal of Computer Applications. 164, 9 (Apr 2017), 31-34. DOI=10.5120/ijca2017913751

                        @article{ 10.5120/ijca2017913751,
                        author  = { Arti Singh,Ram Singar Verma },
                        title   = { Survey in Existing Non-Local Means Algorithm for Noise Reduction },
                        journal = { International Journal of Computer Applications },
                        year    = { 2017 },
                        volume  = { 164 },
                        number  = { 9 },
                        pages   = { 31-34 },
                        doi     = { 10.5120/ijca2017913751 },
                        publisher = { Foundation of Computer Science (FCS), NY, USA }
                        }
                        %0 Journal Article
                        %D 2017
                        %A Arti Singh
                        %A Ram Singar Verma
                        %T Survey in Existing Non-Local Means Algorithm for Noise Reduction%T 
                        %J International Journal of Computer Applications
                        %V 164
                        %N 9
                        %P 31-34
                        %R 10.5120/ijca2017913751
                        %I Foundation of Computer Science (FCS), NY, USA
Abstract

This paper introduced the concept of noise reduction for recovering the original image. Digital images are a very important role in daily life like satellite television, computer etc. Sometimes digital images are faces problem called noise. For this problem, we study non-local means algorithm. In this algorithm uses a self-similarity concept, called "non-local means algorithm”. Image accommodates noise like Gaussian noise, salt & pepper noise, speckle noise, film grain etc. In this paper, only survey on the existing non-local means algorithm for noise reduction which is taken from many devices like camera or other digital gadgets.

References
  • Antoni Buades, Jean Michel Morel, “A non-local algorithm for image denoising”, Proc. Int. Conf. Computer Vis. Pattern Recognition, 2005, pp. 60-65
  • Antoni Buades, B. Coll, and J. Morel. Neighborhood filters and pde’s. Technical Report 2005-04, CMLA, 2005.
  • T. Tasdizen, “Principal Neighborhood Dictionaries for Non-local Means Image Denoising”, IEEE TRANSACTIONS ON IMAGE PROCESSING, VOL. XX, NO. X, JANUARY 2009.
  • Ramanathan Vigneshy, Byung Tae Oh_ and C.-C.Jay Kuo, “Fast Non-Local Means Computation with Probabilistic Early Termination”, IEEE Signal Processing Letters
  • A A Kervrann, J. Boulanger, P. Coupe, “Bayesian non-local means filter, image redundancy and adaptive dictionaries for noise removal”, International conference on scale space and variational methods in computer vision,2007
  • R. Lai, Xuan-xuan Dou, “Improved non-local means filtering algorithm for image denoising”, International Congress on Image and Signal Processing (CISP) 2010.
  • Y. Yue, M. M. Croitoru, A. Bidani, Joseph B. Z wischenberger and John W. Clark, “ Nonlinear multiscale diffusion for speckle suppression and edge enhancement in ultrasound images”, IEEE Transactions on Medical Imaging, vol.25, 2006, pp. 297-311..
  • Liu YL, Wang J, Chen X etc al. “ A robust and fast non-local means algorithm for image denoising”. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 23(2): 270 {279 Mar. 2008.
  • J. Portilla, V. Strela, M. Wainwright, & E. Simoncelli, “Image denoising using scale mixtures of Gaussians in the wavelet domain ,” IEEE Transaction on image processing 12(11), pp. 1338–1351,2003..
  • Huang J, Mumford D. Statistics of natural images and models. ICCV. 1999:541–547.
  • J. Wang,Y. Guo ,Y. Ying , Yanli Liv , Q. Peng Mahmoudi M, Sapiro G. “Fast NON-LOCAL ALGORITHM FOR IMAGE DENOISING” IEEE Signal Processing Letters. 2005;12(12):839–842.
  • Dauwe, B. Goossens, H. Luong and W. Philips, “ a Fast Non-Local Image Denoising Algorithm,” SPIE-IS&T Vol. 6812
Index Terms
Computer Science
Information Sciences
No index terms available.
Keywords

Gaussian noise speckle noise salt & pepper noise Non-local mean algorithm Noise reduction

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