TY - JOUR
T1 - A relaxed fixed point method for a mean curvature-based denoising model
AU - Yang, Fenlin
AU - Chen, Ke
AU - Yu, Bo
AU - Fang, Donghui
PY - 2014/3/4
Y1 - 2014/3/4
N2 - Mean curvature-based energy minimization denoising model by Zhu and Chan offers one approach for restoring both smooth (no edges) and non-smooth (with edges) images. The resulting fourth-order partial differential equations arising from minimization of this model is non-trivial to solve due to appearance of a high nonlinearity and stiffness term, because simple alternative methods such as the fixed point method and the primal dual method do not work. In this paper, we first present a relaxed fixed point method for solving such equations and further to combine with a homotopy algorithm to achieve fast convergence. Numerical experiments show that our method is able to maintain all important information in the image, and at the same time to filter out noise.
AB - Mean curvature-based energy minimization denoising model by Zhu and Chan offers one approach for restoring both smooth (no edges) and non-smooth (with edges) images. The resulting fourth-order partial differential equations arising from minimization of this model is non-trivial to solve due to appearance of a high nonlinearity and stiffness term, because simple alternative methods such as the fixed point method and the primal dual method do not work. In this paper, we first present a relaxed fixed point method for solving such equations and further to combine with a homotopy algorithm to achieve fast convergence. Numerical experiments show that our method is able to maintain all important information in the image, and at the same time to filter out noise.
KW - homotopy method
KW - image denoising
KW - mean curvature model
KW - relaxed fixed point method
UR - http://www.scopus.com/inward/record.url?scp=84888334063&partnerID=8YFLogxK
U2 - 10.1080/10556788.2013.788650
DO - 10.1080/10556788.2013.788650
M3 - Article
AN - SCOPUS:84888334063
SN - 1055-6788
VL - 29
SP - 274
EP - 285
JO - Optimization Methods and Software
JF - Optimization Methods and Software
IS - 2
ER -