Hybrid Lossless Image Compression Using Wavelet Trans-form and Hierarchical non Linear Prediction

Rana Talib Al-Timimi

Abstract


This paper introduces a promising hybrid lossless image compression method by combining the wavelet transform along with a hierarchal non-linear polynomial approximation model to com-press natural and medical images. The test results showed good performance in which the compression ratio is improved about three times or more on average in compered with the results of a non-linear coding system that does not adopt the techniques used in this research.

Keywords


Wavelet Transform, Non-linear Polynomial

Full Text:

PDF

References


Gonzalez, R. C. and Woods, R. E., Digital Image Processing, 2nd edn. ed., Prentice Hall, 2003.

Jones, G. A. and Jones, J. M., Information and Coding Theory, London: Springer, 2000.

M. Baer, "A General Framework for Codes Involving Redundancy Minimization," IEEE Transactions on Information Theory, vol.52, p.344–349, 2006.

Ghadah Al-Kafagi, Hazeem Al-K., "Medical Image Compression using Wavelet Quadrants of Polynomial Prediction Coding & Bit Plane Slicing," Medical Image Compression, vol.4, no.6, 2014.

Ghadah, Al-Kafagi. and Haider, Al-M., " Lossless Compression of Medical Images using Multiresolution Polynomial Approximation Model," International Journal of Computer Applications, vol.76, no.3, pp.38-42, 2013.

A. -K. Ghadah, "Wavelet Transform and Polynomial Approximation Model for Lossless Medical Image Compression," International Journal of Advanced Research Computer Science and Software Engineering, vol.4, no.3, pp.584-587, 2014.

Ghadah, Al-Kafagi. and George, L. E., "Fast Lossless Compression of Medical Images based on Polynomial," International Journal of Computer Applications, vol.70, no.15, pp.28-32, 2013.

George, L. E. and Sultan B., "Image Compression Based on Wavelet, Polynomial and Quadtree," Journal of Applied Computer Science & Mathematics, vol.11, no.5, pp.15-20, 2011.

Ghadah Al-Kafagi, Salah Al-I, Maha Abd R., " A Hybrid Lossy Image Compression based on Wavelet Transform, Polynomial Approximation Model, Bit Plane Slicing and Absolute Moment Block Truncation," International Journal of Computer Science and Mobile Computing IJCSMC, vol.4, no.6, pp.954-961, 2015.

V. Yap, "Wavelet-Based Image Compression For Mobile Applications," Doctor of Philosophy thesis, Middlesex University, 2005.

F. G. M., "Color Image Compression Based on DWT. ," PhD thesis of Philosophy in Astronomy Science, University of Baghdad, 2006.

Tasi, M. and Hung H., "DCT and DWT based Image Watermarking using Sub sampling," in Fourth Int.2005 IEEE Conf. on Machine Learning and Cybernetics, China, 2005.

Yap, V. V., Comley, R. A., "A Segmentation-based Wavelet Compression Scheme for Still Images," in IASTED International Conference on Signal and Image Processing (SIP2004), Honolulu, 2004.

George, L. E, Ghadah, Al-K., "Image Compression based on Non-Linear Polynomial Prediction Model," International Journal of Computer Science and Mobile Computing (IJCSMC), vol.4, no.8, pp.91-97, 2015.

Rasha Al-T., Ghadah Al-Kafagi, "Image Compression Using Hierarchical Linear Polynomial Coding," International Journal of Computer Science and Mobile Computing (IJCSMC), vol.4, no.1, p.112 – 119, 2015.

G. Al-Kafagi, "Hierarchical Autoregressive for Image Compression," Journal of College of Education for Pure Sciences, vol.4, no.1, pp.236-241, 2014.




DOI: http://dx.doi.org/10.23851/mjs.v28i2.510

Refbacks

  • There are currently no refbacks.


Copyright (c) 2018 Al-Mustansiriyah Journal of Science

Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.


Copyright (c) 2018 by Al-Mustansiriyah Journal of Science
ISSN: 1814-635X (Print), ISSN: 2521-3520 (online)