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Erschienen in: Wireless Personal Communications 2/2021

25.03.2020

Wavelet Techniques for Medical Images Performance Analysis and Observations with EZW and Underwater Image Processing

verfasst von: Javed Miya, M. A. Ansari

Erschienen in: Wireless Personal Communications | Ausgabe 2/2021

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Abstract

The digitized image has an important role in the compression. Compression encodes the image using a certain algorithm with less number of bits and decompression decoded this image in original form using a different algorithm. The clinical environment and hospitals are moving towards digitization, computerization and centralization in the field of medical image processing. Content based compressions (CBC) techniques turns more considerable in the field of medical image processing and multimedia. However, CBC techniques alone are not adequate for all medical image processing applications. Therefore, in this paper, the EZW algorithm has been discussed with Haar wavelet and Bior4.4 technique on skeleton images with different type of image quality parameters. The analysis shows that the compression ratio (CR) of EZW with Bior4.4 on skeleton image is 44.19%, MSE is 527.73 and PSNR is 45.45. While, the CR of EZW with Haar on the same image is 40.31%, MSE is 699 and PSNR is 35.34 db. Further EZW can help precise capacity of amount, exterior area and other morph metric capacity of organic stuff, lacking removing them commencing the sea or in the marine environment.

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Literatur
1.
Zurück zum Zitat Vo, D. T., Sole, J., Yin, P., Gomila, C., & Nguyen, T. Q. (2010). Selective data pruning-based compression using high order edge-directed interpolation. IEEE Transactions on Image Processing, 19(2), 399–409.MathSciNetCrossRef Vo, D. T., Sole, J., Yin, P., Gomila, C., & Nguyen, T. Q. (2010). Selective data pruning-based compression using high order edge-directed interpolation. IEEE Transactions on Image Processing, 19(2), 399–409.MathSciNetCrossRef
2.
Zurück zum Zitat Sikora, T. (1995). Low complexity shape-adaptive DCT for coding of arbitrarily shaped image segments. Signal Processing: Image Communication, 7(4–6), 381–395. Sikora, T. (1995). Low complexity shape-adaptive DCT for coding of arbitrarily shaped image segments. Signal Processing: Image Communication, 7(4–6), 381–395.
3.
Zurück zum Zitat Morales, A., Agili, S., & Department of Electrical Engineering. (2003). Implementing the SPIHT algorithm in MATLAB. In Proceedings of the 2003 ASEE/WFEO international colloquium copyright, American society for engineering education. Morales, A., Agili, S., & Department of Electrical Engineering. (2003). Implementing the SPIHT algorithm in MATLAB. In Proceedings of the 2003 ASEE/WFEO international colloquium copyright, American society for engineering education.
4.
Zurück zum Zitat Ramaswamy, V. N., Namuduri, K. R., & Ranganathan, N. (2001). Context-based lossless image coding using EZW framework. IEEE Transactions on Circuits and Systems for Video, 11(4), 554–559.CrossRef Ramaswamy, V. N., Namuduri, K. R., & Ranganathan, N. (2001). Context-based lossless image coding using EZW framework. IEEE Transactions on Circuits and Systems for Video, 11(4), 554–559.CrossRef
5.
Zurück zum Zitat Shapiro, J. M. (1993). Embedded image coding using zerotrees of wavelet coefficients. IEEE Transactions on Signal Processing, 41(12), 3445–3462.CrossRef Shapiro, J. M. (1993). Embedded image coding using zerotrees of wavelet coefficients. IEEE Transactions on Signal Processing, 41(12), 3445–3462.CrossRef
6.
Zurück zum Zitat Sikora, T. (1997). MPEG digital video coding standards. IEEE Signal Processing Magazine, 14(5), 82–100.CrossRef Sikora, T. (1997). MPEG digital video coding standards. IEEE Signal Processing Magazine, 14(5), 82–100.CrossRef
7.
Zurück zum Zitat Weinberger, M. J., et al. (1996). LOCO-I: A low complexity, context-based, lossless image compression algorithm. IEEE Transactions on Image Processing, 6(10), 140–149. Weinberger, M. J., et al. (1996). LOCO-I: A low complexity, context-based, lossless image compression algorithm. IEEE Transactions on Image Processing, 6(10), 140–149.
8.
Zurück zum Zitat Anh, N. T. N., Yang, W. X., & Cai, J. F. (2009). Seam carwing extension: A compression perspective. In Proceedings ACM conference multimedia (pp. 825–828). Anh, N. T. N., Yang, W. X., & Cai, J. F. (2009). Seam carwing extension: A compression perspective. In Proceedings ACM conference multimedia (pp. 825–828).
9.
Zurück zum Zitat Lee, Daniel T. (2005). JPEG 2000: Retrospective and new developments. IEEE Transactions on Image Processing, 93(1), 32–41. Lee, Daniel T. (2005). JPEG 2000: Retrospective and new developments. IEEE Transactions on Image Processing, 93(1), 32–41.
10.
Zurück zum Zitat Chen, C.-F., & Pang, K. K. (1993). The optimal transform of motion-compensated frame difference images in a hybrid coder. IEEE Transactions on Circuits and Systems II Analog and Digital Signal Processing, 40(6), 393–397.CrossRef Chen, C.-F., & Pang, K. K. (1993). The optimal transform of motion-compensated frame difference images in a hybrid coder. IEEE Transactions on Circuits and Systems II Analog and Digital Signal Processing, 40(6), 393–397.CrossRef
11.
Zurück zum Zitat Wu, Y.-G. (2002). Medical image compression by sampling DCT coefficients. IEEE Transactions on Information Technology in Biomedicine, 6(1), 86–94.CrossRef Wu, Y.-G. (2002). Medical image compression by sampling DCT coefficients. IEEE Transactions on Information Technology in Biomedicine, 6(1), 86–94.CrossRef
12.
Zurück zum Zitat Ahmed, N., Natrajan, T., & Rao, K. R. (1984). Discrete cosine transform. IEEE Transactions on Computers, C-23(1), 90–93.MathSciNetCrossRef Ahmed, N., Natrajan, T., & Rao, K. R. (1984). Discrete cosine transform. IEEE Transactions on Computers, C-23(1), 90–93.MathSciNetCrossRef
13.
Zurück zum Zitat MPEG-2 Video. (1995). ITU-T Recommendation H.262-ISO/IEC 13818-2. MPEG-2 Video. (1995). ITU-T Recommendation H.262-ISO/IEC 13818-2.
14.
Zurück zum Zitat Beck, W. M. (1998). Comparison of the measurements and effects of habitat structure on gastropods in rocky intertidal and mangrove habitats. Marine Ecology Progress Series, 169, 165–178.CrossRef Beck, W. M. (1998). Comparison of the measurements and effects of habitat structure on gastropods in rocky intertidal and mangrove habitats. Marine Ecology Progress Series, 169, 165–178.CrossRef
15.
Zurück zum Zitat Done, T. J. (1981). Photogrammetry in coral ecology: A technique for the study of change in coral communities. Proceedings 4th International Coral Reef Symposium, 2, 315–320. Done, T. J. (1981). Photogrammetry in coral ecology: A technique for the study of change in coral communities. Proceedings 4th International Coral Reef Symposium, 2, 315–320.
16.
Zurück zum Zitat Fryer, J. G. (1983). Stereoscopic coral maps from underwater photogrammetry. Cartographic Journal, 20, 23–25.CrossRef Fryer, J. G. (1983). Stereoscopic coral maps from underwater photogrammetry. Cartographic Journal, 20, 23–25.CrossRef
17.
Zurück zum Zitat van Rooij, J. M., & Videler, J. J. (1996). A simple field method for stereo-photographic length measurement of free- swimming fish: Merits and constraints. Journal of Experimental Marine Biology and Ecology, 195, 237–249.CrossRef van Rooij, J. M., & Videler, J. J. (1996). A simple field method for stereo-photographic length measurement of free- swimming fish: Merits and constraints. Journal of Experimental Marine Biology and Ecology, 195, 237–249.CrossRef
18.
Zurück zum Zitat Warren, J. H., & Underwood, A. J. (1986). Effects of burrowing crabs on the topography of mangrove swamps in New South Wales. Journal of Experimental Marine Biology and Ecology, 102, 223–235.CrossRef Warren, J. H., & Underwood, A. J. (1986). Effects of burrowing crabs on the topography of mangrove swamps in New South Wales. Journal of Experimental Marine Biology and Ecology, 102, 223–235.CrossRef
19.
Zurück zum Zitat Bythell, J. C., Pan, P., & Lee, J. (2001). Three-dimensional morphometric measurements of reef corals using under-water photogrammetry techniques. Coral Reefs, 20, 193–199.CrossRef Bythell, J. C., Pan, P., & Lee, J. (2001). Three-dimensional morphometric measurements of reef corals using under-water photogrammetry techniques. Coral Reefs, 20, 193–199.CrossRef
20.
Zurück zum Zitat Hou, W. W. (2009). A simple underwater imaging model. Optics Letters, 34(17), 2688–2690.CrossRef Hou, W. W. (2009). A simple underwater imaging model. Optics Letters, 34(17), 2688–2690.CrossRef
21.
Zurück zum Zitat Lee, D. (2005). JPEG 2000: Retrospective and new developments. Proceedings of the IEEE, 93(1), 32–41.CrossRef Lee, D. (2005). JPEG 2000: Retrospective and new developments. Proceedings of the IEEE, 93(1), 32–41.CrossRef
22.
Zurück zum Zitat Wallace, G. K. (1991). JPEG still picture compression standard. Communications of the ACM, 34, 30–44.CrossRef Wallace, G. K. (1991). JPEG still picture compression standard. Communications of the ACM, 34, 30–44.CrossRef
23.
Zurück zum Zitat Yang, M., & Bourbakis, N. (2005). An overview of lossless digital image compression techniques. In Circuits and systems, 2005 48th Midwest symposium, IEEE (vol. 2, pp. 1099–1102). Yang, M., & Bourbakis, N. (2005). An overview of lossless digital image compression techniques. In Circuits and systems, 2005 48th Midwest symposium, IEEE (vol. 2, pp. 1099–1102).
24.
Zurück zum Zitat Yan, X., et al. (2004). The coding technique of image with multiple ROI’s using standard maxshift method. In The 30th annual conference of the IEEE industrial electronics society, Busan, Korea (pp. 2077–2080). Yan, X., et al. (2004). The coding technique of image with multiple ROI’s using standard maxshift method. In The 30th annual conference of the IEEE industrial electronics society, Busan, Korea (pp. 2077–2080).
26.
Zurück zum Zitat Mohammed, A. A., & Hussein, J. A. (2011). Efficient hybrid transform scheme for medical image compression. International Journal of Computer Applications, 27(7), 0975-8887. Mohammed, A. A., & Hussein, J. A. (2011). Efficient hybrid transform scheme for medical image compression. International Journal of Computer Applications, 27(7), 0975-8887.
27.
Zurück zum Zitat Gormish, M., Lee, D., & Marcellin, M. W. (2000). JPEG 2000: Overview, architecture and applications. In Proceedings of the IEEE international conference of image processing, Vancouver. Gormish, M., Lee, D., & Marcellin, M. W. (2000). JPEG 2000: Overview, architecture and applications. In Proceedings of the IEEE international conference of image processing, Vancouver.
28.
Zurück zum Zitat Cruz, D. S., Grosbois, R., & Ebrahimi, T. (2002). JPEG 2000 performance evaluation and assessment. Signal Processing: Image Communication, 1(17), 113–130. Cruz, D. S., Grosbois, R., & Ebrahimi, T. (2002). JPEG 2000 performance evaluation and assessment. Signal Processing: Image Communication, 1(17), 113–130.
29.
Zurück zum Zitat Christopoulos, C., Askelof, J., & Larsson, M. (2000). Efficient methods for encoding ROI in the upcoming JPEG 2000 still image coding standard. IEEE Signal Processing Letters, 7(9), 247–249.CrossRef Christopoulos, C., Askelof, J., & Larsson, M. (2000). Efficient methods for encoding ROI in the upcoming JPEG 2000 still image coding standard. IEEE Signal Processing Letters, 7(9), 247–249.CrossRef
30.
Zurück zum Zitat Luthra, A., Sullivan, G. J., & Wiegand, T. (2003). Special issue on the H.264/AVC video coding standard. IEEE Transactions on Circuits and Systems for Video Technology, 13(7), 148–153.CrossRef Luthra, A., Sullivan, G. J., & Wiegand, T. (2003). Special issue on the H.264/AVC video coding standard. IEEE Transactions on Circuits and Systems for Video Technology, 13(7), 148–153.CrossRef
31.
Zurück zum Zitat Santa-Cruz, D., & Ebrahimi, T. (2000). An analytical study of JPEG 2000 functionalities. Proceedings of the IEEE International Conference on Image Processing, 2, 49–52.CrossRef Santa-Cruz, D., & Ebrahimi, T. (2000). An analytical study of JPEG 2000 functionalities. Proceedings of the IEEE International Conference on Image Processing, 2, 49–52.CrossRef
35.
Zurück zum Zitat Meyer, Y. (1993). Wavelets: Algorithm and application. Society for Industrial and Applied Mathematics, Philadelphia, 13–31, 101–105. Meyer, Y. (1993). Wavelets: Algorithm and application. Society for Industrial and Applied Mathematics, Philadelphia, 13–31, 101–105.
36.
Zurück zum Zitat Shakhakarmi, N. (2012). Quantitative multiscale analytics with different wavelet in 1D voice signals and 2D images. International Journal of Computer Science Issues, 9, 430. Shakhakarmi, N. (2012). Quantitative multiscale analytics with different wavelet in 1D voice signals and 2D images. International Journal of Computer Science Issues, 9, 430.
38.
Zurück zum Zitat Omotere, O., Oduola, W., Zou, N., Li, X., Qian, L., & Kataria, D. (2016). Distributed spectrum monitoring and surveillance using a cognitive radio based test-bed. In Proceedings of IEEE 37th Sarnoff symposium, Newark (pp. 100–105). Omotere, O., Oduola, W., Zou, N., Li, X., Qian, L., & Kataria, D. (2016). Distributed spectrum monitoring and surveillance using a cognitive radio based test-bed. In Proceedings of IEEE 37th Sarnoff symposium, Newark (pp. 100–105).
39.
41.
Zurück zum Zitat Cocito, S., et al. (2003). 3D reconstruction of biological objects using underwater video technique and image processing. Journal of Experimental Marine Biology and Ecology, 297, 57–70.CrossRef Cocito, S., et al. (2003). 3D reconstruction of biological objects using underwater video technique and image processing. Journal of Experimental Marine Biology and Ecology, 297, 57–70.CrossRef
42.
Zurück zum Zitat Luchinin, A. G., et al. (2017). Nonstationary optical transfer functions of underwater imaging systems. Applied Optics, 56(27), 7518.CrossRef Luchinin, A. G., et al. (2017). Nonstationary optical transfer functions of underwater imaging systems. Applied Optics, 56(27), 7518.CrossRef
43.
Zurück zum Zitat Sudhakar, M., et al. (2019). Underwater image enhancement using conventional techniques with quality matrics. International Journal of Innovative Technology and Exploring Engineering, 8(7S), ISSN: 2278-30t5. Sudhakar, M., et al. (2019). Underwater image enhancement using conventional techniques with quality matrics. International Journal of Innovative Technology and Exploring Engineering, 8(7S), ISSN: 2278-30t5.
44.
Zurück zum Zitat Deng, C. W., Lin, W. S., & Cai, J. F. (2012). Content-based image compression for arbitrary resolution display devices. In Proceedings IEEE international conference communication IEEE transactions on multimedia. Deng, C. W., Lin, W. S., & Cai, J. F. (2012). Content-based image compression for arbitrary resolution display devices. In Proceedings IEEE international conference communication IEEE transactions on multimedia.
45.
Zurück zum Zitat Askelof, J., Carlander, M., & Christopoulos, C. (2002). Region of interest coding in JPEG2000. Signal Processing: Image Communication, 17, 105–111. Askelof, J., Carlander, M., & Christopoulos, C. (2002). Region of interest coding in JPEG2000. Signal Processing: Image Communication, 17, 105–111.
Metadaten
Titel
Wavelet Techniques for Medical Images Performance Analysis and Observations with EZW and Underwater Image Processing
verfasst von
Javed Miya
M. A. Ansari
Publikationsdatum
25.03.2020
Verlag
Springer US
Erschienen in
Wireless Personal Communications / Ausgabe 2/2021
Print ISSN: 0929-6212
Elektronische ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-020-07238-w

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