Semi-implicit finite volume scheme for image processing in 3D cylindrical geometry
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摘要
Nowadays, 3D echocardiography is a well-known technique in medical diagnosis. Inexpensive echocardiographic acquisition devices are applied to scan 2D slices rotated along a prescribed direction. Then the discrete 3D image information is given on a cylindrical grid. Usually, this original discrete image intensity function is interpolated to a uniform rectangular grid and then numerical schemes for 3D image processing operations (e.g. nonlinear smoothing) in the uniform rectangular geometry are used. However, due to the generally large amount of noise present in echocardiographic images, the interpolation step can yield undesirable results. In this paper, we avoid this step and suggest a 3D finite volume method for image selective smoothing directly in the cylindrical image geometry. Specifically, we study a semi-implicit 3D cylindrical finite volume scheme for solving a Perona-Malik-type nonlinear diffusion equation and apply the scheme to 3D cylindrical echocardiographic images. The L∞-stability and convergence of the scheme to the weak solution of the regularized Perona-Malik equation is proved.
论文关键词:Partial differential equations,Nonlinear diffusion,Finite volume method,Semi-implicit scheme,Image processing,Cylindrical geometry,Echocardiography
论文评审过程:Received 10 January 2003, Revised 2 April 2003, Available online 24 October 2003.
论文官网地址:https://doi.org/10.1016/S0377-0427(03)00549-1