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Theory of fuzzy sets in edge location of the posterior cruciate ligament region

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Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
An approach to location of a region including the posterior and anterior cruciate ligament in the MR knee images has been developed. The proposed method of the PCL location in T1-weighted MR knee images is based on entropy (or energy) measure of fuzziness and fuzzy C-means (FCM) algorithm. Then, edges of a region of interest containing the ligament are found. The procedure has been tested on clinical T1- and T2- weighted MR knee images resulting in a 3D visualisation.
Rocznik
Tom
Strony
199--203
Opis fizyczny
Bibliogr. 9 poz., fig.
Twórcy
autor
  • Silesian University of Technology, ul.Akademicka16, 44-100 Gliwice
autor
autor
Bibliografia
  • [1] BEZDEK J., Pattern Recognition with Fuzzy Objective Function Algorithms, Plenum Press, New York, 1981.
  • [2] CHEN S., ZHANG D., Robust image segmentation using FCM with spatial constraints based on new kernelinduced distance measure, IEEE Trans. System, Man, and Cybernetic-Part B., Vol. 34, pp. 1907-1916 , 2004.
  • [3] CZOGAŁA E., ŁĘSKI J., Application of entropy and energy measures of fuzziness to processing of ECG signal, Fuzzy sets and systems, pp. 9-18, 1997.
  • [4] DELUCA A., TERMINI S., A definition of non-probabilistic entropy in the setting of fuzzy set theory, Information and Control, Vol. 20, pp. 301-312, 1972.
  • [5] KAWA, J., PIĘTKA, E., Image clustering with median and myriad spatial constraint enhanced FCM, In Proceedings of the Computer Recognition Systems CORES 2005, pp. 211–218, 2005.
  • [6] KERSTEN, P., Fuzzy order statistics and their application to fuzzy clustering, IEEE Transactions on Fuzzy Systems, Vol. 7, No. 6, pp. 708–712 , 1999.
  • [7] ŁĘSKI J., A new possibilities of non-invasive electrocardiological diagnosis, Scientific Reports of the Technical University of Silesia, No.1233, 1995.
  • [8] ROZENTRYT P., CZOGAŁA E. , ŁĘSKI J., Application of entropy and energy measures of fuzziness to heart rate variability analysis, Medical Science Monitor, Vol. 2, No. 5, pp. 642-649, 1996.
  • [9] ZARYCHTA P., Cruciate Ligament Localization in T1- and T2-weighted MR Knee Images, IFAC Workshop PDeS’2006, pp. 203-207, 2006.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-PWA4-0009-0008
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