JOURNAL ARTICLE

Generalized Explicit Schemes for Coherence Enhancing Diffusion Filtering

Abstract

This paper presents the generalized explicit schemes (GES) for the coherence enhancing diffusion (CED) filtering, which is one of a wide variety of nonlinear diffusion filtering. Unlike the traditional standard explicit scheme which updates the diffusion coefficients in each iteration, the generalized ones use several new updating types, including the fixed diffusion coefficients, the uniform interval update (UIU) and the optimized interval update (OIU) of diffusion coefficients. The GES significantly improve efficiency by reducing the computational amount of updating the diffusion coefficients, compared with the existing acceleration methods by enlarging the time step, such as implicit or semi-implicit schemes, or a scheme with larger mask of spatial discretization. Also the OIU may allow the GES to achieve high accuracy by using only two to four updating of the diffusion coefficients during the whole process. Experiments demonstrate the efficiency of the GES is comparable to those existing acceleration methods, meanwhile, the GES with the OIU outperform the other methods in the tradeoff between efficiency and accuracy.

Keywords:
Diffusion Discretization Coherence (philosophical gambling strategy) Acceleration Diffusion process Computer science Interval (graph theory) Nonlinear system Algorithm Applied mathematics Process (computing) Mathematical optimization Mathematics Mathematical analysis Innovation diffusion Statistics

Metrics

19
Cited By
1.00
FWCI (Field Weighted Citation Impact)
28
Refs
0.78
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Seismic Imaging and Inversion Techniques
Physical Sciences →  Earth and Planetary Sciences →  Geophysics
Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Numerical Methods in Computational Mathematics
Physical Sciences →  Engineering →  Computational Mechanics

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