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Precise Segmentation of the Optic Disc in Retinal Fundus Images

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Computer Aided Systems Theory – EUROCAST 2011 (EUROCAST 2011)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 6927))

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Abstract

This paper presents a methodology for the precise extraction of the optic disc in retinal images. We propose a methodology that combines an enhancement algorithm, a fast location methodology and, finally, a segmentation technique to fit the optic disc boundaries. At each stage, we analyze several techniques and we present the results obtained in a public image data set.

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References

  1. Xu, J., Chutatape, O., Sung, E., Zheng, C., Chew Tec Kuan, P.: Optic disk feature extraction via modified deformable model technique for glaucoma analysis. Pattern Recogn. 40, 2063–2076 (2007)

    Article  MATH  Google Scholar 

  2. Novo, J., Penedo, M., Santos, J.: Optic disc segmentation by means of ga-optimized topological active nets. In: Campilho, A., Kamel, M.S. (eds.) ICIAR 2008. LNCS, vol. 5112, pp. 807–816. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  3. Lowell, J., Hunter, A., Steel, D., Basu, A., Ryder, R., Fletcher, E., Kennedy, L.: Optic nerve head segmentation. IEEE Transactions on Medical Imaging 23(2), 256–264 (2004)

    Article  Google Scholar 

  4. Chrástek, R., Wolf, M., Donath, K., Niemann, H., Paulus, D., Hothorn, T., Lausen, B., Lämmer, R., Mardin, C., Michelson, G.: Automated segmentation of the optic nerve head for diagnosis of glaucoma. Medical Image Analysis 9(4), 297–314 (2005)

    Article  Google Scholar 

  5. Hoover, A., Goldbaum, M.: Locating the optic nerve in a retinal image using the fuzzy convergence of the blood vessels. IEEE Transactions on Medical Imaging 22(8), 951–958 (2003)

    Article  Google Scholar 

  6. Blanco, M., Penedo, M., Barreira, N., Penas, M., Carreira, M.: Localization and Extraction of the Optic Disc using the Fuzzy Circular Hough Transform. In: Rutkowski, L., Tadeusiewicz, R., Zadeh, L.A., Żurada, J.M. (eds.) ICAISC 2006. LNCS (LNAI), vol. 4029, pp. 712–721. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  7. Land, E.H., John, M.J.: Lightness and retinex theory. Journal of the Optical Society of America, 1–11 (1971)

    Google Scholar 

  8. Jobson, D., Rahman, Z., Woodell, G.: A multiscale retinex for bridging the gap between color images and the human observation of scenes. IEEE Transactions on Image Processing 6(7), 965–976 (1997)

    Article  Google Scholar 

  9. Vázquez, S.G., Barreira, N., Penedo, M.G., Saez, M.: Using retinex image enhancement to improve the artery/vein classification in retinal images. In: Campilho, A., Kamel, M. (eds.) ICIAR 2010. LNCS, vol. 6112, pp. 50–59. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  10. Mariño, C., Penedo, M., Penas, M., Carreira, M., Gonzalez, F.: Personal authentication using digital retinal images. Pattern Analysis and App. 9(1), 21–33 (2006)

    Article  MathSciNet  Google Scholar 

  11. Condurache, A., Aach, T.: Vessel segmentation in angiograms using hysteresis thresholding. In: IAPR Conference on Machine Vision Applications, pp. 269–272 (2005)

    Google Scholar 

  12. VARPA Group: VARIA dataset (2010), http://www.varpa.es/varia.html

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Fraga, A., Barreira, N., Ortega, M., Penedo, M.G., Carreira, M.J. (2012). Precise Segmentation of the Optic Disc in Retinal Fundus Images. In: Moreno-Díaz, R., Pichler, F., Quesada-Arencibia, A. (eds) Computer Aided Systems Theory – EUROCAST 2011. EUROCAST 2011. Lecture Notes in Computer Science, vol 6927. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-27549-4_75

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  • DOI: https://doi.org/10.1007/978-3-642-27549-4_75

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-27548-7

  • Online ISBN: 978-3-642-27549-4

  • eBook Packages: Computer ScienceComputer Science (R0)

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