Rigorous mathematical investigation of a nonlinear anisotropic diffusion-based image restoration model
Electronic journal of differential equations, Tome 2014 (2014)
A nonlinear diffusion based image denoising technique is introduced in this paper. The proposed PDE denoising and restoration scheme is based on a novel diffusivity function that uses an automatically detected conductance parameter. A robust mathematical treatment is also provided for our anisotropic diffusion model. We demonstrate that edge-stopping function model is properly chosen, explaining the mathematical reasons behind it. Also, we perform a rigorous mathematical investigation on of the existence and uniqueness of the solution of our nonlinear diffusion equation. This PDE-based noise removal approach outperforms most diffusion-based methods, producing considerably better smoothing results and providing a much better edge preservation.
Classification :
35Q68, 68U10, 62H35
Keywords: edge-preserving image denoising, nonlinear anisotropic diffusion, PDE model, edge-stopping function, diffusivity conductance parameter
Keywords: edge-preserving image denoising, nonlinear anisotropic diffusion, PDE model, edge-stopping function, diffusivity conductance parameter
@article{EJDE_2014__2014__a127,
author = {Barbu, Tudor and Favini, Angelo},
title = {Rigorous mathematical investigation of a nonlinear anisotropic diffusion-based image restoration model},
journal = {Electronic journal of differential equations},
year = {2014},
volume = {2014},
zbl = {1297.35232},
language = {en},
url = {http://geodesic.mathdoc.fr/item/EJDE_2014__2014__a127/}
}
TY - JOUR AU - Barbu, Tudor AU - Favini, Angelo TI - Rigorous mathematical investigation of a nonlinear anisotropic diffusion-based image restoration model JO - Electronic journal of differential equations PY - 2014 VL - 2014 UR - http://geodesic.mathdoc.fr/item/EJDE_2014__2014__a127/ LA - en ID - EJDE_2014__2014__a127 ER -
%0 Journal Article %A Barbu, Tudor %A Favini, Angelo %T Rigorous mathematical investigation of a nonlinear anisotropic diffusion-based image restoration model %J Electronic journal of differential equations %D 2014 %V 2014 %U http://geodesic.mathdoc.fr/item/EJDE_2014__2014__a127/ %G en %F EJDE_2014__2014__a127
Barbu, Tudor; Favini, Angelo. Rigorous mathematical investigation of a nonlinear anisotropic diffusion-based image restoration model. Electronic journal of differential equations, Tome 2014 (2014). http://geodesic.mathdoc.fr/item/EJDE_2014__2014__a127/