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
Link To Document :
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