• DocumentCode
    2843104
  • Title

    Evaluation of malignancy in tumors of the central nervous system using fractal dimension

  • Author

    Pereira, Démian ; Zambrano, Cira ; Martín-Landrove, Miguel

  • Author_Institution
    Dept. de Fisica Aplicada, Univ. Central de Venezuela, Caracas, Venezuela
  • Volume
    3
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    1775
  • Abstract
    We propose the use of the concepts of fractal dimension and digital image processing, as a possible methodology to characterize the degree of malignancy of neoplastic structures located in the central nervous system. The images were detected by MRI techniques including proton density, T1, and T2 images. Malignant lesions (Gliomas) were compared with benign ones (cysts). The correlation dimension, Lyapunov exponents and information dimension were used as the relevant geometrical properties to characterize the irregular edge present in a particular structure. The edge was obtained by means of an edge detector operator and afterwards a codification procedure based on Fourier descriptors was used to generate a numerical array or time series. The analysis of the processed images revealed that the relevant geometrical properties exhibit a different behavior in the case of gliomas compared to cystic lesions, a fact that can be used by the physician as an auxiliary tool to evaluate the malignancy of neoplastic structures in the brain
  • Keywords
    biomedical MRI; brain; edge detection; fractals; gradient methods; image segmentation; medical image processing; neurophysiology; time series; tumours; Fourier descriptors; Laplacian gradient technique; Lyapunov exponents; MRI; brain lesions; central nervous system tumours; codification procedure; correlation dimension; cysts; digital image processing; edge detector operator; fractal dimension; geometrical properties; gliomas; information dimension; irregular edge; malignancy evaluation; neoplastic structures; time series; Cancer; Central nervous system; Detectors; Digital images; Fractals; Image edge detection; Lesions; Magnetic resonance imaging; Neoplasms; Protons;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2000. Proceedings of the 22nd Annual International Conference of the IEEE
  • Conference_Location
    Chicago, IL
  • ISSN
    1094-687X
  • Print_ISBN
    0-7803-6465-1
  • Type

    conf

  • DOI
    10.1109/IEMBS.2000.900427
  • Filename
    900427