Abstract
In this paper, we propose a method for coronary plaque boundary calculation in Intravascular Ultrasound (IVUS) image by using a modified Perona Malik Diffusion (PMD) filter and the Takagi-Sugeno (T-S) fuzzy model. The modified PMD filter is designed based on the coronary plaque boundary direction in IVUS image to reduce the speckle noise and to enhance the coronary plaque boundary. Searching areas for the plaque boundaries are automatically set by using the weighted image separability and some heuristic rules. The coronary plaque boundaries are interpolated by the polynomials inferred by the fuzzy rules. It has been confirmed that the accuracy of the proposed method is better than that of the method using the normal PMD filter.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Potkin, B.N., Bartorelli, A.L., Gessert, J.M., Neville, R.F., Almagor, Y., Roberts, W.C., Leon, M.B.: Coronary Artery Imaging with Intravascular High-frequency Ultrasound. J. Circulation 81, 1575–1585 (1990)
Uchino, E., Suetake, N., Koga, T., Ichiyama, S., Hashimoto, G., Hiro, T., Matsuzaki, M.: Automatic Plaque Boundary Extraction in Intravascular Ultrasound Image by Fuzzy Inference with Adaptively Allocated Membership Functions. In: Köppen, M., Kasabov, N., Coghill, G. (eds.) ICONIP 2008, Part II. LNCS, vol. 5507, pp. 583–590. Springer, Heidelberg (2009)
Koga, T., Ichiyama, S., Uchino, E., Suetake, N., Hiro, T., Matsuzaki, M.: Fully Automatic Boundary Extraction of Coronary Plaque in IVUS Image by Anisotropic Diffusion and T-S Type Fuzzy Inference. In: Gao, X.-Z., Gaspar-Cunha, A., Köppen, M., Schaefer, G., Wang, J. (eds.) Soft Computing in Industrial Applications. AISC, vol. 75, pp. 139–147. Springer, Heidelberg (2010)
Takagi, T., Sugeno, M.: Fuzzy Identification of Systems and Its Applications to Modeling and Control. IEEE Transactions on Systems, Man, and Cybernetics SMC–15, 116–132 (1985)
Perona, P., Malik, J.: Scale-Space and Edge Detection Using Anistropic Diffusion. IEEE Transactions on Pattern Analysis and Machine Intelligence 12, 629–639 (1990)
Fukui, K.: Edge Extraction Method Based on Separability of Image Features. IEEE Transactions on Information Systems E78-D, 1533–1538 (1995)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Anam, S., Uchino, E., Suetake, N. (2013). Coronary Plaque Boundary Calculation in IVUS Image by Modified PMD Filter and Fuzzy Inference. In: Lee, M., Hirose, A., Hou, ZG., Kil, R.M. (eds) Neural Information Processing. ICONIP 2013. Lecture Notes in Computer Science, vol 8228. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-42051-1_63
Download citation
DOI: https://doi.org/10.1007/978-3-642-42051-1_63
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-42050-4
Online ISBN: 978-3-642-42051-1
eBook Packages: Computer ScienceComputer Science (R0)