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An Empirical Evaluation of Salt and Pepper Noise Removal for Document Images using Median Filter

by E. Balamurugan, P. Sengottuvelan, K. Sangeetha
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 82 - Number 4
Year of Publication: 2013
Authors: E. Balamurugan, P. Sengottuvelan, K. Sangeetha
10.5120/14104-2139

E. Balamurugan, P. Sengottuvelan, K. Sangeetha . An Empirical Evaluation of Salt and Pepper Noise Removal for Document Images using Median Filter. International Journal of Computer Applications. 82, 4 ( November 2013), 17-20. DOI=10.5120/14104-2139

@article{ 10.5120/14104-2139,
author = { E. Balamurugan, P. Sengottuvelan, K. Sangeetha },
title = { An Empirical Evaluation of Salt and Pepper Noise Removal for Document Images using Median Filter },
journal = { International Journal of Computer Applications },
issue_date = { November 2013 },
volume = { 82 },
number = { 4 },
month = { November },
year = { 2013 },
issn = { 0975-8887 },
pages = { 17-20 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume82/number4/14104-2139/ },
doi = { 10.5120/14104-2139 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T21:56:53.742740+05:30
%A E. Balamurugan
%A P. Sengottuvelan
%A K. Sangeetha
%T An Empirical Evaluation of Salt and Pepper Noise Removal for Document Images using Median Filter
%J International Journal of Computer Applications
%@ 0975-8887
%V 82
%N 4
%P 17-20
%D 2013
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Document Image is an electronic form of paper documents it is a combination of handwritten, Machine printed texts, pictures, office documents and graphs etc. Noise reduction in document image is important to maintain the quality of images for further processing and analysis. Noise is added into an image during the time of image acquisition. Once image is captured, image pre processing is necessarily done to correct and adjust the image for further analysis tasks such as segmentation, text classification etc. Salt and Pepper noise from document images is randomly scattered white or black (or both) pixel over the image. Normally the filters are used to improve the image quality, suppress the noise. In this paper median filtering technique is proposed for removing salt and pepper noise from various types of document images and its performance is analyzed using Peak Signal to Noise Ratio (PSNR).

References
  1. Thomas s Hung et al. , "A Fast Two-Dimensional Median Filtering Algorithm", IEEE Transactions on acoustics, speech, and signal processing, vol. asp-27, no. 1, February 1979.
  2. Zhou Wang and David Zhang, "A Progressive Switching Median Filter for the Removal of Impulse Noise from Highly Corrupted Images", IEEE Transactions On Circuits And Systems Ii: Analog And Digital Signal Processing, VOL. 46, NO. 1, January 1999.
  3. A. C. Bovik, T. S. Huang, and D. C. Munson, Jr. , "A Generalization of Median Filtering Using Linear Combination of Order Statistics", IEEE Trans. Acoust. , Speech, Signal Processing. ,vol. 31,pp. 1342- 1350, 1983
  4. Raymond H. Chan et al. , "Salt-and-Pepper Noise Removal by Median-Type Noise Detectors and Detail-Preserving Regularization", IEEE Transactions on Image Processing, VOL. 14, NO. 10, October 2005.
  5. Pei-Eng Ng; Kai-Kuang Ma, "A switching median filter with boundary discriminative noise detection for extremely corrupted images," Image Processing, IEEE Transactions on , vol. 15, no. 6, pp. 1506,1516, June 2006 doi: 10. 1109 / TIP. 2005. 871129.
  6. Shanmugavadivu P. ; Jeevaraj, P. S. E. ," Laplace equation based Adaptive Median Filter for highly corrupted images," Computer Communication and Informatics (ICCCI), 2012 International Conference on , vol. , no. , pp. 1,5, 10-12 Jan. 2012.
  7. Rafael C. Gonzalez and Richard E. Woods, " Digital Image Processing", 2001.
  8. Maheswari et al. , "Noise Removal In Compound Image Using Median Filter," International Journal on Computer Science and Engineering Vol. 02, No. 04,2010, 1359- 1362.
  9. Lawrence O Gorman, Rangachar Kasturi, "Document Image Analysis", IEEE Computer Society, 2012.
Index Terms

Computer Science
Information Sciences

Keywords

Document Image Noise reduction Salt and Pepper Noise Median Filtering Peak Signal to Noise Ratio(PSNR)