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A Discrete Event System Based Approach for Obfuscated Malware Detection Read chapter Read first chapter

2015 | OriginalPaper | Chapter

4. Wavelet and Learning Based Image Compression Systems

Authors : Mayuri Kalita, Kandarpa Kumar Sarma

Published in: Advances in Communication and Computing

Publisher: Springer India

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Abstract

Image compression is a critical element in storage, retrieval and transmission applications. The list of traditional approaches to image compression has already been expanded by wavelet and learning based systems. Here, we report a few techniques which are based on discrete wavelet transform (DWT), Artificial Neural Network (ANN) in feedforward and unsupervised form. The experiments are repeated with images mixed with salt and pepper noise and the outcomes are compared. The quality of the image compression systems is determined by finding the mean square error (MSE), Peak Signal to Noise Ratio (PSNR) and Compression Ratio (CR).

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Literature
1.
Ettaouil, M., Ghanou, Y., Moutaouakil, K., Lazaar, M.: Image medical compression by a new architecture optimization model for the Kohonen networks. Int. J. Comput. Theory Eng. 3(2), 1793–8201 (2011)
2.
3.
Durai, S.A., Saro, E.A.: An improved image compression approach with SOFM network using cumulative distribution function. In: International Conference on Advanced Computing and Communications, pp. 304–307. Surathkal (2006)
4.
Dutta, D.P., Choudhury, S.D., Hussain, M.A., Majumder, S.: Digital image compression using neural network. In: IEEE International Conference on Advances in Computing, Control, and Telecommunication Technologies (2009)
5.
Sharma, M., Kuamri, R.: A technique of image compression based on discrete wavelet image decomposition and self organizing map. Int. J. Comput. Eng. Sci. 3(8) (2013)
6.
Krishnamurthy, A.K., Ahalt, S.C., Melton, D.E., Chen, P.: Neural networks for vector quantisation of speech and images. IEEE J. Sel. Areas Commun. 8(8), 1449–1457 (1990)CrossRef
7.
Sicuranzi, G.L., Ramponi, G., Marsi, S.: Artificial neural network for image compression. Electron. Lett. 26(7), 477–479 (1990)
8.
Thota, N.R., Devireddy, S.K.: Image compression using discrete cosine transform. Georgian Electron. Sci. J. Comput. Sci. Telecommun. 3(17) (2008)
9.
Sreekumar, N., Baboo, S.S.: Neural network based complex image compression using modified Levenberg-Marquardt method for learning. Int. J. Comput. Sci. Technol. 2(2) (2011)
Metadata
Title
Wavelet and Learning Based Image Compression Systems
Authors
Mayuri Kalita
Kandarpa Kumar Sarma
Copyright Year
2015
Publisher
Springer India
Book
Advances in Communication and Computing

Print ISBN: 978-81-322-2463-1

Electronic ISBN: 978-81-322-2464-8

Copyright Year: 2015

DOI
https://doi.org/10.1007/978-81-322-2464-8_4