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http://dx.doi.org/10.9728/dcs.2017.18.8.1641

Performance comparison of Image De-nosing Techniques based on Color Model Transformation  

Kim, Taeho (Cheongna Dalton School)
Kim, Hakran (Department of Computational Engineering, Mississippi State University)
Publication Information
Journal of Digital Contents Society / v.18, no.8, 2017 , pp. 1641-1648 More about this Journal
Abstract
The main purpose of this paper is to compare the performances of various filters with color images to remove the noise. Furthermore, we suggest a modified de-noising process by the transformation of color model from RGB to another color models, such as HSV and $YC_BC_R$, to improve the quality of de-noising methods encompassing Median, Wiener, and Mean filters. Neither the performance comparison of the de-noising filters with color images nor the converting the color model for better de-noise on the degraded images haven't been performed before. Inspired to make improvements, we conduct experiments with new de-noising process on color images. The result of the experiments is shown that it could assist on certain filters being more reliable techniques.
Keywords
De-noising with various color model images; Mean filter; Median filter; Wiener filter;
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Times Cited By KSCI : 3  (Citation Analysis)
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1 S Park, D Kim, H Im, H Kim, J Paek, J Park, Y Seo, "AEMSER Using Adaptive Threshold Of Canny Operator To Extract Scene Text," Journal of Digital Contents Society, Vol 16, No 6, December 2015, pp.951-959.   DOI
2 Jaegyung Paek, Yeong Geon Seo, "Extracting the Slope and Compensating the Image Using Edges and Image Segmentation in Real World Image," Journal of Digital Contents Society, Vol.17 No.5, Dec 2016, pp. 441-448.   DOI
3 Kwang-man Ko, "Pattern Formalization Technique for Dynamic Analysis of the Medical Image Data," Journal of Digital Contents Society, Vol.17 No.3, June 2016, pp. 197-202.   DOI
4 Hakran Kim, Velinda R. Calvert, Seongjai Kim, "Preservation of Fine Structures in PDE-Based Image Denoising," Advances in Numerical Analysis Vol 2012, Article ID 750146, 2012, 19 pages.
5 Hakran Kim, Youngjoon Cha, Seongjai Kim, "Curvature Interpolation Method for Image Zooming," IEEE Trans. Image Processing Vol. 20 No. 7, 2011, pp. 1895-1903.   DOI
6 Suresh Kuma, Papendra Kuma, Manoj Gupta, Ashok Kumar Nagawat, "Performance Comparison of Median and Wiener Filter in Image De-noising, " Internationational Journal of Computer Application(0973-8887)," Vol 12, No 4, pp.27-31. November 2010.
7 James C. Church, Yixin Chen, and Stephen V. Rice, "A Spatial Median Filter for noise removal in digital images," Southeastcon, 2008. IEEE, April 2008
8 Azadeh NooriHoshyar, AdelAl-Jumaily, Afsaneh NooriHoshyar, "Comparing the Performance of Various Filters on Skin Cancer Images," Procedia Computer Science Vol. 42, pp. 32 - 37, 2014   DOI
9 Akanksha Jain, Prateek Naha,r, "Performance Comparison of two Image Denoising Algorithm at Different Noises," Internationational Journal of Emerging Technology and Advanced Engineering (0973-8887)," Vol 3, Issue 12, pp. 359-361. December 2013.
10 Saravanan C , Ponalagusamy R, "Gaussian Noise Estimation Technique for Gray Scale Images Using Mean Value," Journal of Theoretical and Applied Information Technology, (2005-2007), pp. 68-75.
11 I. Pitas, A. Venetsanopoulos, "Nonlinear mean filters in image processing," IEEE Transactions on Acoustics, Speech, and Signal Processing , Volume: 34, Issue: 3, pp. 573 - 584, Jun 1986   DOI
12 Ioannis Pitas, Anastasios N. Venetsanopoulos, "Nonlinear Digital Filters: Principles and Applications," Springer Science & Business Media, 2013
13 Image processing learning resources, Mean filter[internet] Available: https://homepages.inf.ed.ac.uk/rbf/HIPR2/hipr_top.htm
14 Kenneth R. Castleman, Digital Image Processing. Prentice Hall, 1996.
15 Eli Turkel, a professor of applied Mathematics at School of Mathematical Sciences, Tel Aviv University, Summary Wiener Filters[Internet] Available: http://www.math.tau.ac.il/-turkel/notes/wiener7-2.pdf
16 R. C. Gonzales, R,E, Woods, Digital Image Processing, 2nd Edition, Prentice Hall, 2002
17 Keith Jack. Video demystified: a handbook for the digital engineer. Elsevier, 2011.
18 David Salomon, "A Guide to Data Compression Methods," Springer Science & Business Media, 2013.