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
Reseach Article

A Novel Medical Image Compression Technique based on Structure Reference Selection using Integer Wavelet Transform Function and PSO Algorithm

by Gaurav Vijayvargiya, Sanjay Silakari, Rajeev Pandey
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 91 - Number 11
Year of Publication: 2014
Authors: Gaurav Vijayvargiya, Sanjay Silakari, Rajeev Pandey
10.5120/15923-5004

Gaurav Vijayvargiya, Sanjay Silakari, Rajeev Pandey . A Novel Medical Image Compression Technique based on Structure Reference Selection using Integer Wavelet Transform Function and PSO Algorithm. International Journal of Computer Applications. 91, 11 ( April 2014), 9-13. DOI=10.5120/15923-5004

@article{ 10.5120/15923-5004,
author = { Gaurav Vijayvargiya, Sanjay Silakari, Rajeev Pandey },
title = { A Novel Medical Image Compression Technique based on Structure Reference Selection using Integer Wavelet Transform Function and PSO Algorithm },
journal = { International Journal of Computer Applications },
issue_date = { April 2014 },
volume = { 91 },
number = { 11 },
month = { April },
year = { 2014 },
issn = { 0975-8887 },
pages = { 9-13 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume91/number11/15923-5004/ },
doi = { 10.5120/15923-5004 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:12:27.173835+05:30
%A Gaurav Vijayvargiya
%A Sanjay Silakari
%A Rajeev Pandey
%T A Novel Medical Image Compression Technique based on Structure Reference Selection using Integer Wavelet Transform Function and PSO Algorithm
%J International Journal of Computer Applications
%@ 0975-8887
%V 91
%N 11
%P 9-13
%D 2014
%I Foundation of Computer Science (FCS), NY, USA
Abstract

The utility of medical image increases due to serious disease prediction such as brain stroke and lung cancer. The size of medical image required large amount of memory and bandwidth for storage and transmission. For the lossless compression of medical image some standard algorithm are used such as JPEG, composite and Wavelet based. These entire algorithms perform good compression ratio and PSNR value. But the redundant structure of medical image reduces the compression ratio and decreases the value of PSNR and suffered quality of medical image compression. In this paper we proposed a structure reference selection process for collecting redundant frame of structure for compression. The collection of redundant frame structure is performed by particle swarm optimization algorithm. Particle swarm optimization is searching technique. For the generation of structure of frame we used integer wavelet transform function. The proposed algorithm is implemented through MATLAB software and is compared with composite algorithm, SOM algorithm and JPEG compression technique.

References
  1. MFerni Ukrit, G. R. Suresh "Effective Lossless Compression for Medical Image Sequences Using Composite Algorithm" International Conference on Circuits, Power and Computing Technologies, IEEE 2013. Pp 1122-1127.
  2. Andreas Weinlich, Johannes Rehm, Peter Amon, Andreas Hutter, Andre Kau" Massively Parallel Lossless Compression of Medical Images Using Least-Squares Prediction and Arithmetic Coding" IEEE 2013. Pp 1680-1685.
  3. Eugen Wige, Gilbert Yammine, Peter Amon, Andreas Hutter, Andre Kaup "Pixel-Based Averaging Predictor for Hevc Lossless Coding" ICIP, IEEE 2013. Pp 1806-1811.
  4. Gary J. Sullivan, Jens-Rainer Ohm, Woo-Jin Han, Thomas Wiegand "Overview of The High Efficiency Video Coding (Hevc) Standard" IEEE Transactions On Circuits And Systems For Video Technology, VOL. 22, 2012. Pp 1649-1668.
  5. Gwenole Quellec, Mathieu Lamard, Guy Cazuguel, Christian Roux, Beatrice Cochener "Case Retrieval in Medical Databases by Fusing Heterogeneous Information" IEEE Transactions on Medical Imaging, 2011. Pp 1-18.
  6. Anush Krishna Moorthy, Kalpana Seshadrinathan, Rajiv Soundararajan, Alan Conrad Bovik "Wireless Video Quality Assessment: A Study of Subjective Scores and Objective Algorithms" IEEE Transactions on Circuits and Systems for Video Technology, Vol. 20, 2010. Pp 587-599.
  7. A. Benjamin Joseph, Dr. R. Baskaran "Edge Preserved Image Compression Technique Using Wavelet and Edge Based Segmentation" International Journal of Computer Science & Informatics, 2011. Pp 80-85.
  8. N. Senthilkumaran, J. Suguna "Neural Network Technique for Lossless Image Compression Using X-Ray Images" International Journal of Computer and Electrical Engineering, Vol. 3, 2011. Pp 17-23.
  9. S . S. Panda, M. S. R. S Prasad, MNM Prasad, Ch SKVR Naidu " Image Compression Using Back Propagation Neural Network" International Journal of Engineering Science & Advanced Technology, Vol-2, 2012. Pp 74-78.
  10. Ilya Sutskever, James Martens, Geoffrey Hinton "Generating Text with Recurrent Neural Networks" International Conference on Machine Learning, 2011. Pp 1-8.
  11. M. Ferni Ukrit, A. Umamageswar, G. R. Suresh "A Survey on Lossless Compression for Medical Images" International Journal of Computer Applications, Vol-31, 2011. Pp 47-50.
  12. N Nazari, R Shams, M Mohrekesh, S Samavi, "Near-lossless Compression for High Frame Rate Videos," Proceedings of 21st ICEE Electrical Engineering (ICEE), 2013, Pp 1-5.
  13. A. Alarabeyyat, S. Al-Hashemi, T. Khdour, M. Hjouj Btoush, S. Bani-Ahmad, R. Al Hashemi "Lossless Image Compression Technique Using Combination Methods" Journal of Software Engineering and Applications, 2012, Pp 752-763.
  14. M. Ferni ukrit, G. R. Suresh "Lossless Compression for Medical Image Sequences Using Combination Methods" Proceeding of NCIEEE, 2013. Pp 14-18.
  15. Emmanouil Darakis,Marcin Kowiel, Risto Nasanen, Thomas J. Naughton "Visually lossless compression of digital hologram sequences" Image Quality and System Performance, 2010. Pp 1-8.
  16. S. Bhavani, K. Thanushkodi "A Survey on Coding Algorithms in Medical Image Compression" International Journal on Computer Science and Engineering, vol. 2, 2010. Pp 1429-1435.
  17. Kamrul Hasan Talukder, Koichi Harada "Haar Wavelet Based Approach for Image Compression and Quality Assessment of Compressed Image" IAENG International Journal of Applied Mathematics, 2007. Pp 1-8.
  18. Gaurav Vijayvargiya, Dr. Sanjay Silakari and Dr. Rajeev Pandey,"A Survey: Various Techniques of Image Compression" IJCSIS, vol. 11, no. 10, 2013. Pp 1-6.
  19. J. Kennedy and R. C. Eberhart, Particle swarm optimization, IEEE International Conference on Neural Networks, vol. 4, 1995, Pp 1942–1948.
Index Terms

Computer Science
Information Sciences

Keywords

Medical Image Lossless Compression PSO Wavelet and HCC.