Title :
Isotropic two-dimensional Fractional Brownian Motion and its application in Ultrasonic analysis
Author :
Hoefer, S. ; Hannachi, H. ; Pandit, M. ; Umaresan, RK
Author_Institution :
Univ. of Kaiserslautern, Kaiserslautern, Germany
fDate :
Oct. 29 1992-Nov. 1 1992
Abstract :
In this paper, we first present a new algorithm to generate an isotropic 2 dimensional discrete Fractional Brownian Motion, using the method of Cholesky decomposition. Secondly, we derive a two dimensional Maximum Likelihood Estimator to extract the fractal parameters from a given stochastic fractal image. Finally, this algorithm is applied to scale independently parameterize the textures displayed in Ultrasonic medical images. The application is to detect immune reactions in transplanted kidneys.
Keywords :
Brownian motion; biomedical ultrasonics; feature extraction; fractals; kidney; maximum likelihood estimation; medical image processing; prosthetics; stochastic processes; Cholesky decomposition; isotropic two-dimensional fractional Brownian motion; stochastic fractal image; transplanted kidneys; two-dimensional maximum likelihood estimator; ultrasonic analysis; Biomedical imaging; Kidney;
Conference_Titel :
Engineering in Medicine and Biology Society, 1992 14th Annual International Conference of the IEEE
Conference_Location :
Paris
Print_ISBN :
0-7803-0785-2
Electronic_ISBN :
0-7803-0816-6
DOI :
10.1109/IEMBS.1992.5761777