CFP last date
20 January 2025
Call for Paper
February Edition
IJCA solicits high quality original research papers for the upcoming February edition of the journal. The last date of research paper submission is 20 January 2025

Submit your paper
Know more
The week's pick
Responsive image
SFLA-Based Line Balancing and Task Optimization in Master-Slave Controlled Hanger Transportation Systems for Garment Production

Duc Hoang Nguyen
Random Articles
Reseach Article

A Technique for Image Compression by using GSOM Algorithm

by Aslam Khan, Sanjay K Mishra, Shiv K. Sahu, Amit Mishra
journal cover thumbnail

International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 87 - Number 5
Year of Publication: 2014
Authors: Aslam Khan, Sanjay K Mishra, Shiv K. Sahu, Amit Mishra
10.5120/15201-3589

Aslam Khan, Sanjay K Mishra, Shiv K. Sahu, Amit Mishra . A Technique for Image Compression by using GSOM Algorithm. International Journal of Computer Applications. 87, 5 ( February 2014), 1-5. DOI=10.5120/15201-3589

@article{ 10.5120/15201-3589,
author = { Aslam Khan, Sanjay K Mishra, Shiv K. Sahu, Amit Mishra },
title = { A Technique for Image Compression by using GSOM Algorithm },
journal = { International Journal of Computer Applications },
issue_date = { February 2014 },
volume = { 87 },
number = { 5 },
month = { February },
year = { 2014 },
issn = { 0975-8887 },
pages = { 1-5 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume87/number5/15201-3589/ },
doi = { 10.5120/15201-3589 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:05:06.826700+05:30
%A Aslam Khan
%A Sanjay K Mishra
%A Shiv K. Sahu
%A Amit Mishra
%T A Technique for Image Compression by using GSOM Algorithm
%J International Journal of Computer Applications
%@ 0975-8887
%V 87
%N 5
%P 1-5
%D 2014
%I Foundation of Computer Science (FCS), NY, USA
Abstract

In this research work a technique is proposed for image compression which is based on Neural Network. Here image compression is done by using Growing Self Organizing Map algorithm (GSOM). This proposed work may be compression up to 90% of the source files.

References
  1. K. Siva Nagi Reddy, Dr. B. R. Vikram, L. Koteswara Rao"Image Compression and reconstruction using a new approach by artificial neural network", International journal of image processing ", volume -6, Issue-2, 2012, pp:68-85.
  2. R. C. Gonzales, R. E. Woods, Digital Image Processing, Second Edition, Prentice-Hall, 2002.
  3. Veisi H. , Jamzad M. , Image Compression Using Neural Networks, Image Processing and Machine Vision Conference (MVIP), Tehran, Iran, 2005.
  4. Missing Data Estimation Using Principle Component Analysis and Auto associative Neural Networks. Jaisheel Mistry, Fulufhelo V. Nelwamondo, Tshilidzi Marwala. 3, s. l. : iiisci. org, Journal of Systemics, Cybernatics and Informatics, Vol. 7, pp. 72-79, 2009.
  5. B. Verma, M. Blumenstein, S. Kulkarni, "A new compression technique using an artificial neural network". Faculty of Information and Communication Technology, Griffith University, Australia, 2004.
  6. M. Egmont-Petersen, D. de Ridder, H. Handles, "Image processing with neural networks- a review", Pattern Recognition , 35, pp. 2279- 2301, 2002.
  7. J. Jiang, "Image compression with neural networks – A survey, Signal Processing": Image Communication, 14, pp. 737 – 760, 1999.
  8. S. Anna Durai and E. Anna Saro "Image Compression with Back-Propagation Neural Network using Cumulative Distribution Function" World Academy of Science, Engineering and Technology 17, 2006.
  9. Martin Riedmiller and Heinrich Braun "A Direct Adaptive Method for Faster Back propagation Learning: The RPROP Algorithm" Institute fur Logic, Komplexitat und Deduktionssyteme, University of Karlsruhe, W-7500 Karlsruhe, FRG, 1993.
  10. Md. I. Bhuiyan, Md. K. Hassan, "Image compression with neural network using DC algorithm", Journal of signal processing, vol. 5, no. 6, pp. 445 -459, 2001
  11. S. S Panda, M. S. R. S Prasad Ch. SKVR Naidu"Image compression using backpropagation neural network", International journal of engineering science and advance technology volume -2,issue-1,2012 pp:74-78 ISSN:2250-3676.
  12. Neelmani chhedaiya, prof. Vishal Moyal "Implementation of Backpropagation algorithm in Verilog",International Journal Computer Technology and application volume-3,issue-1,2012, pp:340-343:ISSN:2229-6093.
  13. Anuj Sharma & Mahendra Pratap Panigraphy" neural network and image compression", VSRD-International journal of computer science and information technoology",volume-2,Issue-9,2012,pp:746-755.
  14. P. Nirupama 1 Senior Assistant Professor in CSE Dept, BVRIT 2 . Associate Professor in SE Dept "Analysis of Various Image Compression Techniques" . vol,2no. 4, May 2012. ARPN Journal of science and Technology
  15. Mamta Sharma S. L. Bawa D. A. V. college Compression Using Huffman Coding IJCSN International Journal of Computer Science and Network Security, VO . 10 No. 5, May 2010.
  16. Sangeeta Mishra TCET, MumbaiThakur Village, Kandivli(E)-101 "Image Compression Using Neural Network" International Conference & workshop on Recent Trends in Technology, (TCET) 2012 Proceedings published in International Journal of Computer Applications(IJCA)
Index Terms

Computer Science
Information Sciences

Keywords

Neural Network Image Compression.

Powered by PhDFocusTM