Article Information  
Image Compression Using Moving Average Histogram and RBF Network

Keywords: Image Compression, Histogram Averaging, Radial Basis Function, Compression Ratio, Peak Signal to Noise Ratio, Computational Complexity

Mehran University Research Journal of Engineering & Technology

Volume 34 ,  Issue 4

Sandar  khowaja , Imdad Ali  Ismaili ,    ,

References
1. Ismaili, I.A., Khowaja, S.A., and Soomro, W.J. , “Image Compression, Comparison betweem Discrete Cosine Transform and Fast Fourier Transform and the problems associated with DCT”, International Conference on Image Processing, Computer Vision & Pattern Recognition, pp. 962-965, July, 2013
2. Zhang, C., and He, X., “Image Compression by Learning to Minimize the Total Error”, IEEE Transactions on Circuits and Systems for Video Technology, Volume 23, No. 4, April, 2013
3. Benbenisti, Y., Kornreich, D., Mitchell, H.B., and Schaefer, P., “Normalization Techniques in Neural Networ Image Compression”, Signal Processing: Image Communication, Volume 10, pp. 269-278, 1997
4. Khowaja, S.A., Shah, S.Z.S., and Memon, M.U. , “Noise Reduction Technique for images using Radial Basis Function Neural Networks”, Mehran University Research Journal of Engineering & Technology, Volume 33, No. 3, pp. 278-285, Jamshoro, Pakistan, July, 2014
5. Abbas, H.M., and Fahmy, M.M., “Neural Model for Karhunen-Loeve Transform with application to Adaptive Image Compression”, IEE Proceedings on Communications, Speech and Vision, Volume 140, No. 2, pp. 135-143, April, 1993
6. Li, D., and Loew, M., "Closed-Form Quality Measures for Compressed Medical Images: Statistical Preliminaries for Transform Coding", Proceedings of IEEE 25th Annual International Conference on Engineering in Medicine and Biology Society, Volume 1, pp. 837-840, September, 2003.
7. Monro, D.M., and Sherlock, B.G., "Optimal Quantization Strategy for DCT Image Compression", IEE Proceedings on Vision, Image and Signal Processing, Volume 143, No. 1, pp. 10-14, February, 1996.
8. DeVore, R.A., Jawerth, B., and Lucier, B.J., "Image Compression through Wavelet Transform Coding", IEEE Transactions on Information Theory, Volume 38, No. 2, pp. 719-746, March, 1992.
9. Jiang, J., Edirisinghe, E.A., and Schroder, H., "A Novel Predictive Coding Algorithm for 3D Image Compression", IEEE Transactions on Consumer Electronics, Volume 43, No. 3, pp. 430-437, August, 1997.
10. Nasrabadi, N.M., and King, R.A., "Image Coding using Vector Quantization: A Review", IEEE Transactions on Communication, Volume 36, pp. 84-95, August, 1988
11. Gray, R.M. , "Vector Quantization", IEEE ASSP Magazine, Volume 1, pp. 4-29, 1984
12. Karayiannis, N.B., and Weigun, G.M. , "Growing Radial Basis Function Neural Networks: Merging Supervised and Un-Supervised Learning with Network Growth Techniques", IEEE Transactions on Neural Networks, Volume 8, No. 6, pp. 1492-1505, 1997.
13. Kenue, S.K.. "Modified Back Propagation Neural Network Applications to Image Processing", Proceedings SPIE, Application of Artificial Neural Networks-III, Volume 1709, pp. 394-407, Orlando, Florida, April, 1992.
14. Karthikeyan, P., and Sreekumar, N., "A Study on Image Compression with Neural Networks using Modified Levenberg-Marquardt Method", Global Journal of Computer Science and Technology, Volume 11, No. 3, March, 2011.
15. Shukla, J., Alwani, M., and Tiwari, A.K. , "A Survey on Lossless Image Compression Methods", 2nd International Conference on Computer Engineering & Technology, Volume 6, pp. 136-141, April, 2010
16. McColl, R.W., and Martin, G.R., "Compression of Color Image Data using Histogram Analysis and Clustering Technique", Electronics & Communication Engineering Journal, Volume 1, No. 2, pp. 93-100, March, 1989.
17. Singh, I., Agathoklis, P., and Antoniou, A., "Compression of Color Images using Mixed Transform Techniques", IEEE Pacific Rim Conference on Communications, Computers and Signal Processing, Volume 1, pp. 334-337, August, 1997
18. Koli, N.A., and Ali, M.S., "Lossy Color Image Compression Technique using Fractal Coding with Different Size of Range and Domain Blocks", International Conference on Advance Computing and Communications, pp. 236-239, December, 2006.
19. Debnath, J.K., Rahim, N.M.S., and Fung, W.K., "A Modified Vector Quantization Based Image Compression Technique using Wavelet Transform", IEEE International Joint Conference on Neural Networks, pp. 171-176, June, 2008.
20. Uma, K., Palanisamy, P.G., and Poornachandran, P.G., "Comparison of Image Compression using GA, ACO and PSO Techniques", International Conference on Recent Trends in Information Technology, pp. 815-820, June, 2011
21. Mahapatra, D.K., and Jena, U.R., "Partition K-Means Clustering Based Hybrid DCT-Vector Quantization for Image Compression", IEEE Conference on Information and Communication Technologies, pp. 1175-1179, April, 2013
22. Kabir, M.A., Khan, A.M., Islam, M.T., Hossain, M.L., and Mitul, A.F., "Image Compression using Lifting Based Wavelet Transform coupled with SPIHT Algorithm", International Conference on Informatics, Electronics & Vision, pp. 1-4, May, 2013.
23. Srikanth, S., and Meher, S., "Compression Efficiency for Combining Different Embedded Image Compression Techniques with Huffman Encoding", International Conference on Communications and Signal Processing, pp. 816-820, April, 2013
24. Salma, E., and Kumar, J.P.J., "Efficient Image Compression based on Seam Craving for Arbitrary Resolution Display Devices", International Conference on Communications and Signal Processing, pp. 529-532, April, 2013.
25. Ghosh, S.K., and Mukherjee, J., "Novel Fractal Technique for Color Image Compression", Proceedings of IEEE First Indian Annual Conference on INDICON, pp. 170-173, December, 2004.
26. Thakur, N.V., and Kakde, O.G., "A Novel Compression Technique for Color Image Database", International Conference on Advanced Computing and Communications, pp. 240-243, December, 2006.
27. Rajakumar, K., and.Arivoli, T., "Implementation of Multi Wavelet Transform Coding for Lossless Image Compression", International Conference on Information Communication and Embedded Systems, pp. 634-637, Februar, 2013.
28. Wu, X., Hu, S., Tang, Z., Li, J., and Zhao, J., "Comparisons of Threshold EZW and SPIHT Wavelets Based Image Compression Methods", TELKOMNIKA Indonesian Journal of Electrical Engineering, Volume 12, No. 3, pp. 1895-1905, March, 2014.
29. Khowaja, S.A., "Neural Network Based Image Compression Technique by Reducing Color Intensity Levels", Mehran University of Engineering & Technology, Thesis and Dissertations, May, 2014.
30. Rufai, A.M., Anbarjafari, G., and Demirel, H., "Lossy Image Compression using Singular Value Decomposition and Wavelet Difference Reduction", Elsevier Journal of Digital Signal Processing, Volume 24, pp. 117-123 January, 2014.
   


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