A Review on Noise Removal Using Modified Global-Local Filters

Authors

  • Akanksha C. Thawale  Student, M-Tech Electronics and Communication, RTMNU, ACET, Nagpur, Maharashtra, India
  • Ruhina Quazi  Assistant Professor, Electronics and Communication, RTMNU, ACET, Nagpur, Maharashtra, India

Keywords:

Impulse noise, Peak Signal-to-Noise Ratio (PSNR), Mean Square Error (MSE), mean filter, median filter, Improved progressive switching median filter (IPSMF).

Abstract

This review summarizes the current research works made in the field of removing salt and pepper noise or impulse noise using filters. In this work, we can reduce Salt and Pepper noise using median filter and Improved Progressive Switching Median Filter (IPSMF). It also highlights the comparable results between mean and median filter. It gives a review on current research works, considerable prospects for the future, and discusses the issues most important for further enhancement in the filters for removing noise and applications. This paper is a survey of various novel algorithms to get better Peak Signal-to-Noise Ratio (PSNR), Mean Square Error (MSE) and Structural similarity (SSIM). This survey mainly focuses on removing noise using filters. Keywords: Impulse noise, Peak Signal-to-Noise Ratio (PSNR), Mean Square Error (MSE), mean filter, median

References

  1. Jayanta Das, Bhaswati Das, Jesmine Saikia and S.R.Nirmala, "Removal of Salt and Pepper Noise Using Selective Adaptive Median Filter", International Conference on Accessibility to Digital World (ICADW), Conference date 16-18 Dec. 2016, © IEEE.
  2. Raghuram Kunsoth and Mantosh Biswas, "Modified Decision Based Median Filter for Impulse Noise Removal", International Conferecence on  Wireless Communications, Signal Processing and Networking (WiSPNET), 2016.
  3. Pei-Eng Ng and Kai-Kuang Ma, Senior Member, IEEE, "A Switching Median Filter With Boundary Discriminative Noise Detection for Extremely Corrupted Images", IEEE Transactions on image processing, vol.15, no. 6, June 2006. 
  4. Mr.N.KrishnaChaitanya and Mr.P.Sreenivasulu, "Removal of Salt and Pepper Noise Using Advanced Modified Decision Based Unsymmetric Trimmed Median Filter", International Conference on Electronics and Communication Systems (ICECS), 2014.
  5. Archana Singh, Sanjana Yadav and Neeraj Singh, "Contrast Enhancement and Brightness Preservation using Global-local Image Enhancement Techniques",  Fourth International Conference on Parallel, Distributed and Grid Computing (PDGC), 2016.
  6. Zhou Wang and David Zhang, "Progressive Switching Median Filter for the Removal", IEEE Transactions on circuits and systems—II: Analog and digital signal processing, vol. 46, NO. 1, January 1999.
  7. Soon Ting Boo, Haidi Ibrahim and Kenny Kal Vin Toh, "An Improved Progressive Switching Median Filter", International Conference on Future Computer and Communication, 2009.
  8. S. Esakkirajan, T. Veerakumar, Adabala N. Subramanyam, and C. H. PremChand, "Removal of High Density Salt and Pepper Noise Through Modified Decision Based Unsymmetric Trimmed Median Filter", IEEE Signal Processing Letters, vol.18, no.5, May 2011.
  9. Thomas A. Nodes and Neal C. Gallagher, "Median Filters: Some Modifications and Their Properties", IEEE Trans. Acoust., Speech and Signal Processing, vol. ASSP-30, pp.739-746, April 1987.
  10. T. Loupas, W. N. Mcdicken, and P. L. Allan, "An Adaptive Weighted Median Filter for Speckle Suppression in Medical Ultrasonic Images", IEEE Transactions Circuit Systems, Vol. 36, No. 1, pp. 129-135, 1989.
  11. Sung-Jea KO and Yong Hoon Lee, "Center Weighted Median Filters and Their Applications to Image Enhancement", IEEE Transactions on circuits and systems, vol.38, No. 9, pp. 984-993, 1991.
  12. Shuqun Zhang and Mohammad A. Karim, "A New Impulse Detector for Switching Median Filters", IEEE Signal Process. Lett., vol.9, no.11, pp.360-363, Nov.2002.
  13. K. S. Srinivasan and D. Ebenezer, "A New Fast and Efficient Decision-Based Algorithm for Removal of High-Density Impulse Noises", IEEE Signal Processing, Letter, vol.14, no.3, pp.189-192, March 2007.
  14. Raymond H. Chan, Chung-Wa Ho, and Mila Nikolova, "Salt-and-Pepper Noise Removal by Median-type Noise Detectors and Detail-preserving Regularization", IEEE Transactions on Image Processing, vol.14, no. 10, pp.1479-1485, oct. 2005.

International Journal of Scientific Research in Science and Technology

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Published

2018-01-30

Issue

Volume 4, Issue 3, January-February-2018

Section

Research Articles

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This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

[1]
Akanksha C. Thawale, Ruhina Quazi, " A Review on Noise Removal Using Modified Global-Local Filters, International Journal of Scientific Research in Science and Technology(IJSRST), Online ISSN : 2395-602X, Print ISSN : 2395-6011, Volume 4, Issue 3, pp.110-116, January-February-2018.