Title :
Multigrid anisotropic diffusion
Author_Institution :
Sch. of Electr. & Comput. Eng., Oklahoma State Univ., Stillwater, OK, USA
fDate :
3/1/1998 12:00:00 AM
Abstract :
A multigrid anisotropic diffusion algorithm for image processing is presented. The multigrid implementation provides an efficient hierarchical relaxation method that facilitates the application of anisotropic diffusion to time-critical processes. Through a multigrid V-cycle, the anisotropic diffusion equations are successively transferred to coarser grids and used in a coarse-to-fine error correction scheme. When a coarse grid with a trivial solution is reached, the coarse grid estimates of the residual error can be propagated to the original grid and used to refine the solution. The main benefits of the multigrid approach are rapid intraregion smoothing and reduction of artifacts due to the elimination of low-frequency error. The theory of multigrid anisotropic diffusion is developed. Then, the intergrid transfer functions, relaxation techniques, diffusion coefficients, and boundary conditions are discussed. The analysis includes the examination of the storage requirements, the computational cost, and the solution quality. Finally, experimental results are reported that demonstrate the effectiveness of the multigrid approach
Keywords :
computational complexity; error analysis; error correction; image processing; partial differential equations; smoothing methods; anisotropic diffusion equations; artifacts reduction; boundary conditions; coarse grid; coarse-to-fine error correction; computational cost; diffusion coefficients; experimental results; hierarchical relaxation method; image processing; intergrid transfer functions; intraregion smoothing; low-frequency error; multigrid V-cycle; multigrid anisotropic diffusion; multigrid anisotropic diffusion algorithm; partial differential equations; relaxation techniques; residual error; solution quality; storage requirements; time-critical processes; trivial solution; Anisotropic magnetoresistance; Boundary conditions; Computational efficiency; Equations; Error correction; Image processing; Relaxation methods; Smoothing methods; Time factors; Transfer functions;
Journal_Title :
Image Processing, IEEE Transactions on