A total variable-order variation model for image denoising

被引:11
作者
Hakim, Abdelilah [1 ]
Ben-Loghfyry, Anouar [1 ]
机构
[1] Univ Cadi Ayyad, Fac Sci & Technol, LAMAI Lab, Marrakech, Morocco
来源
AIMS MATHEMATICS | 2019年 / 4卷 / 05期
关键词
fractional derivative; total variation; image denoising; primal dual; finite difference; DIFFUSION;
D O I
10.3934/math.2019.5.1320
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we explore a new variational model based on the fractional derivative and total variation. Due to some metrics, our approach shows great results compared to other competitive models. In particular, deleting the noise and preserving edges, features and corners are headlights to our approach. For the fractional variable-order derivatives, different discretizations were presented to comparison. The theoretical results are validated by the Primal Dual Projected Gradient (PDPG) Algorithm which is well adapted to the fractional calculus.
引用
收藏
页码:1320 / 1335
页数:16
相关论文
共 23 条
[1]   ANALYSIS OF BOUNDED VARIATION PENALTY METHODS FOR ILL-POSED PROBLEMS [J].
ACAR, R ;
VOGEL, CR .
INVERSE PROBLEMS, 1994, 10 (06) :1217-1229
[2]  
Ahmad B., 2018, STUDY FRACTIONAL DIF
[3]   Fractional-order anisotropic diffusion for image denoising [J].
Bai, Jian ;
Feng, Xiang-Chu .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2007, 16 (10) :2492-2502
[4]   Image recovery via total variation minimization and related problems [J].
Chambolle, A ;
Lions, PL .
NUMERISCHE MATHEMATIK, 1997, 76 (02) :167-188
[5]   Simultaneous total variation image inpainting and blind deconvolution [J].
Chan, TF ;
Yip, AM ;
Park, FE .
INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 2005, 15 (01) :92-102
[6]   A FOURTH ORDER DUAL METHOD FOR STAIRCASE REDUCTION IN TEXTURE EXTRACTION AND IMAGE RESTORATION PROBLEMS [J].
Chan, Tony F. ;
Esedoglu, Selim ;
Park, Frederick .
2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, :4137-4140
[7]   A FRACTIONAL-ORDER DERIVATIVE BASED VARIATIONAL FRAMEWORK FOR IMAGE DENOISING [J].
Dong, Fangfang ;
Chen, Yunmei .
INVERSE PROBLEMS AND IMAGING, 2016, 10 (01) :27-50
[8]   Multigrid based total variation image registration [J].
Frohn-Schauf, Claudia ;
Henn, Stefan ;
Witsch, Kristian .
COMPUTING AND VISUALIZATION IN SCIENCE, 2008, 11 (02) :101-113
[9]   Total Variation Inpainting using Split Bregman [J].
Getreuer, Pascal .
IMAGE PROCESSING ON LINE, 2012, 2 :147-157
[10]  
Ghate S. N., 2012, J COMPUT ELECT RES, V1, P124