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Nonlinear PDE Model for Image Restoration Using Second-Order Hyperbolic Equations
19
Citations
10
References
2015
Year
Numerical AnalysisNonlinear Pde ModelRestoration ModelDeblurringEngineeringNew Differential ModelHyperbolic Conservation LawParabolic EquationVideo DenoisingImage DenoisingInverse ProblemsComputational ImagingNonlinear Hyperbolic ProblemHyperbolic EquationImage RestorationSuccessful ImageNoise Reduction
In this article we consider a novel nonlinear PDE-based image denoising technique. The proposed restoration model uses second-order hyperbolic diffusion equations. It represents an improved nonlinear version of a linear hyperbolic PDE model developed recently by the author, providing more effective noise removal results while preserving the edges and other image features. A rigorous mathematical investigation is performed on this new differential model and its well-posedness is treated. Next, a consistent finite-difference numerical approximation scheme is proposed for this nonlinear diffusion-based approach. Our successful image denoising experiments and method comparisons are also described.
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