CFP last date
20 May 2024
Call for Paper
June Edition
IJCA solicits high quality original research papers for the upcoming June edition of the journal. The last date of research paper submission is 20 May 2024

Submit your paper
Know more
The week's pick
Responsive image
Enhancing Privacy Preservation: Multi-Attribute Protection with P-Sensitive K-Anonymity

Twinkle Patel Kiran Amin
Random Articles
Reseach Article

Clustering Approach for Colour Image Enhancement using Stationary Wavelet Transformation

by K. Baranitharan, S. Srinivasa Rao Madane
journal cover thumbnail

International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 118 - Number 25
Year of Publication: 2015
Authors: K. Baranitharan, S. Srinivasa Rao Madane
10.5120/20960-3495

K. Baranitharan, S. Srinivasa Rao Madane . Clustering Approach for Colour Image Enhancement using Stationary Wavelet Transformation. International Journal of Computer Applications. 118, 25 ( May 2015), 5-8. DOI=10.5120/20960-3495

@article{ 10.5120/20960-3495,
author = { K. Baranitharan, S. Srinivasa Rao Madane },
title = { Clustering Approach for Colour Image Enhancement using Stationary Wavelet Transformation },
journal = { International Journal of Computer Applications },
issue_date = { May 2015 },
volume = { 118 },
number = { 25 },
month = { May },
year = { 2015 },
issn = { 0975-8887 },
pages = { 5-8 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume118/number25/20960-3495/ },
doi = { 10.5120/20960-3495 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:02:41.309785+05:30
%A K. Baranitharan
%A S. Srinivasa Rao Madane
%T Clustering Approach for Colour Image Enhancement using Stationary Wavelet Transformation
%J International Journal of Computer Applications
%@ 0975-8887
%V 118
%N 25
%P 5-8
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Image enhancement is a technique that enhances the perceptual quality of the images and restraining other information on it. The images with enhanced perceptual quality are needed in various areas of application such as remote sensing, medical and aerial image analysis. In this study a robust colour image enhancement technique is proposed by exploiting Stationary Wavelet Transform (SWT), HSV (Hue, Saturation and Value) colour model, k-means clustering, hill climbing and Histogram Equalization (HE) techniques. A visible improvement in the image quality for human contrast perception is achieved by this proposed approach and the objective assessment also provides satisfactory results.

References
  1. Lee, S. , Kwon, H. , Han, H. , Lee, G. , and Kang, B, "A space-variant luminance map based color image enhancement", IEEE Transactions on Consumer Electronics, 2010, 56(4), pp. 2636-2643.
  2. Zhang, Y. , Wu, L. , Wang, S. , and Wei, G, "Colour image enhancement based on HVS and PCNN", Science China Information Sciences, 2010, Vol. 53, No. 10, pp. 1963-1976.
  3. Kim, S. , Kang, W. , Lee, E. , and Paik, J, "Wavelet-domain color image enhancement using filtered directional bases and frequency-adaptive shrinkage", IEEE Transactions on Consumer Electronics, 2010, Vol. 56, No. 2, pp. 1063-1070.
  4. Deng, W. P. , Cheng, F. , and Venetsanopoulos, A. N, "Adaptive morphological filters for colour image enhancement", Journal of Intelligent and Robotic Systems, 1996, Vol. 15, No. 2, pp. 181-207.
  5. Xu, Z. , Wu, H. R. , Yu, X. , and Qiu, B. , "Colour image enhancement by virtual histogram approach", IEEE Transactions on Consumer Electronics, 2010, Vol. 56, No. 2, pp. 704-712.
  6. Chang, Dah, C. , Wen, R. , and Wu, "Image contrast enhancement based on a histogram transformation of local standard deviation", IEEE Transactions on Medical Imaging, 1998, Vol. 17, No. 4, pp. 518-531.
  7. Kong, N. S. P. , and Ibrahim, H. , "Color image enhancement using brightness preserving dynamic histogram equalization", IEEE Transactions on Consumer Electronics, 2008, Vol. 54,No. 4,pp. 1962-1968.
  8. Hanmandlu, M. , Jha, D. , and Sharma, R. , "Colour image enhancement by fuzzy intensification", Pattern recognition letters, 2003, Vol. 24, No. 1, pp. 81-87.
  9. Mukherjee, J. , and Mitra, S. K. , "Enhancement of color images by scaling the DCT coefficients", 2008, IEEE Transactions on Image Processing, Vol. 17, No. 10, pp. 1783-1794.
  10. Agaian, S. S. , Silver, B. , and Panetta, K. A, "Transform coefficient histogram based image enhancement algorithms using contrast entropy", IEEE Transactions on Image Processing, 2007, Vol. 16, No. 3, pp. 741-758.
  11. Tsai, C. M. , and Yeh, Z. M. , "Contrast enhancement by automatic and parameter-free piecewise linear transformation for color images", IEEE Transactions on Consumer Electronics, 2008, Vol. 54, No. 2, pp. 213-219.
  12. Kim, J. Y. , Kim, L. S. , & Hwang, S. H. , "An advanced contrast enhancement using partially overlapped sub-block histogram equalization", IEEE Transactions on Circuits and Systems for Video Technology, 2001, Vol. 11, No. 4, pp, 475-484.
  13. Marsi, S. , Impoco, G. , Ukovich, A. , Ramponi, G. , and Carrato, S. , "Using a recursive rational filter to enhance color images", IEEE Transactions on Instrumentation and Measurement, 2008, Vol. 57, No. 6, pp. 1230-1236.
  14. Ford, A. , and Roberts, A. 1998. Colour space conversions. Westminster University, London.
  15. Starck, J. L. , Fadili, J. , & Murtagh, F, "The undecimated wavelet decomposition and its reconstruction", IEEE Transactions on Image Processing, 2007, Vol. 16, No. 2, pp. 297-309.
  16. MICT image quality evaluation database: http://mict. eng. u-toyama. ac. jp/mictdb. html.
Index Terms

Computer Science
Information Sciences

Keywords

Stationary Wavelet Transformation Hill climbing algorithm Clustering approach HSV colour model.

Powered by PhDFocusTM