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Content Based Medical Image Coding with Fuzzy Level Set Segmentation Algorithm

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Proceedings of the Fourth International Conference on Signal and Image Processing 2012 (ICSIP 2012)

Part of the book series: Lecture Notes in Electrical Engineering ((LNEE,volume 221))

Abstract

Advances in digital medical imaging technologies have resulted in substantial increase in the size of datasets, as a result of improvement in spatial and temporal resolution. In order to reduce the storage cost, diagnostic analysis cost and transmission time without significant reduction of the image quality, a state of the art image compression technique is required. Content based coding is therefore capable of delivering high reconstruction quality over user-specified spatial regions in a limited time, compared to compression of the entire image. Further, CBC coding provides an excellent trade-off between image quality and compression ratio. In this paper a content based compression technique is proposed. The proposed procedure when applied on Computed Tomography (CT) liver image yields significantly better compression rates without loss in the originality of ROI.

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References

  1. Gershikov E, Laviburlak E, Porat M (2007) Correlation-based approach to color image compression. Sig Process Image Commun 22(9):719–733

    Article  Google Scholar 

  2. Roterman Y, Porat M (2007) Color image coding using regional correlation of primary colors. Image Vis Comput 25(5):637–651

    Article  Google Scholar 

  3. Kotera H, Lanamori K (1990) A novel coding algorithm for representing full color images by a single color image. J Imaging Technol 16:142–152

    Google Scholar 

  4. Ansari MA, Anand RS (2009) Context based medical image compression for ultrasound images with contextual set partitioning in hierarchical trees algorithm. Adv Eng Softw 40(7):487–496

    Google Scholar 

  5. Chan HY, Grindstead B, Sari-Saraf H, Gleason S (2004): Content-based compression of mammograms with fractal-based segmentation and a modified JPEG2000. Opt Eng 43:2986

    Google Scholar 

  6. Oliver A, Freixenet J, Martí J, Pérez E, Pont J, Denton ERE, Zwiggelaar R (2010) A review of automatic mass detection and segmentation in mammographic images. Med Image Anal 14(2):87–110

    Article  Google Scholar 

  7. Li BN, Chui CK, Chang S, Ong SH (2011) Integrating spatial fuzzy clustering with level set methods for automated medical image segmentation. Comput Biol Med 41(1):1–10

    Article  Google Scholar 

  8. Sethian JA (1999) Level set methods and fast marching methods. In: Press CU (ed) Journal of computing and information technology, vol 11. Cambridge University Press, Cambridge, pp 79–79

    Google Scholar 

  9. Osher S, Fedkiw R (2004) Level set methods and dynamic implicit surfaces. Applied Mech Rev(Springer) 57(15)

    Google Scholar 

  10. Zhao, hong Li, Ya-nan T, Yong-gang S et al (2007) Lossless Compression of Medical Images by Combining Integer Wavelet Transform with DPCM. J Northeast Univ Nat Sci 28(10):1454–1457

    Google Scholar 

  11. Kofidis E, Kolokotronis N, Vassilarakou A, Theodoridis S, Cavouras D (1999) Wavelet–based medical image compression. Future Gener Comput Syst 15:223–243

    Google Scholar 

  12. Vetterli M (1984) Multi-dimensional subband coding: some theory and algorithms. Signal Process 6:97–112

    Google Scholar 

  13. Park K, Hyeong PK, Park HWPHW (2002) Region-of-interest coding based on set partitioning in hierarchical trees. IEEE Transactions on Circuits and Systems for Video Technology 12:106–113

    Google Scholar 

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Correspondence to Paramveer Kaur Sran .

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Sran, P.K., Gupta, S., Singh, S. (2013). Content Based Medical Image Coding with Fuzzy Level Set Segmentation Algorithm. In: S, M., Kumar, S. (eds) Proceedings of the Fourth International Conference on Signal and Image Processing 2012 (ICSIP 2012). Lecture Notes in Electrical Engineering, vol 221. Springer, India. https://doi.org/10.1007/978-81-322-0997-3_15

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  • DOI: https://doi.org/10.1007/978-81-322-0997-3_15

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  • Publisher Name: Springer, India

  • Print ISBN: 978-81-322-0996-6

  • Online ISBN: 978-81-322-0997-3

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