A Non-Local Diffusion Equation for Noise Removal

被引:0
|
作者
Shao, Jingfeng [1 ]
Guo, Zhichang [1 ]
Yao, Wenjuan [1 ]
Yan, Dong [2 ]
Wu, Boying [1 ]
机构
[1] Harbin Inst Technol, Sch Math, Harbin 15000, Peoples R China
[2] Univ Calif Irvine, Sch Math, Irvine, CA 92697 USA
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
image denoising; non-local diffusion; BV solutions; Perona-Malik method; EDGE-DETECTION; IMAGE; SPACE;
D O I
10.1007/s10473-022-0505-1
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this paper, we propose a new non-local diffusion equation for noise removal, which is derived from the classical Perona-Malik equation (PM equation) and the regularized PM equation. Using the convolution of the image gradient and the gradient, we propose a new diffusion coefficient. Due to the use of the convolution, the diffusion coefficient is non-local. However, the solution of the new diffusion equation may be discontinuous and belong to the bounded variation space (BV space). By virtue of Young measure method, the existence of a BV solution to the new non-local diffusion equation is established. Experimental results illustrate that the new method has some non-local performance and performs better than the original PM and other methods.
引用
收藏
页码:1779 / 1808
页数:30
相关论文
共 50 条
  • [41] Reaction, diffusion and non-local interaction
    Ninomiya, Hirokazu
    Tanaka, Yoshitaro
    Yamamoto, Hiroko
    JOURNAL OF MATHEMATICAL BIOLOGY, 2017, 75 (05) : 1203 - 1233
  • [42] Existence and multiplicity of solutions for a non-linear Schrodinger equation with non-local regional diffusion
    Alves, Claudianor O.
    Torres Ledesma, Cesar E.
    JOURNAL OF MATHEMATICAL PHYSICS, 2017, 58 (11)
  • [43] HAZE REMOVAL WITH FUSION OF LOCAL AND NON-LOCAL STATISTICS
    Chen, Jie
    Tan, Cheen-Hau
    Chau, Lap-Pui
    2020 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2020,
  • [44] A boundary integral equation method for the two-dimensional diffusion equation subject to a non-local condition
    Ang, WT
    ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS, 2001, 25 (01) : 1 - 6
  • [45] Mixed Noise Removal Using Adaptive Median Based Non-Local Rank Minimization
    Kim, Dai-Gyoung
    Hussain, Mukhtar
    Adnan, Muhammad
    Farooq, Muhammad Asif
    Shamsi, Zahid Hussain
    Mushtaq, Asif
    IEEE ACCESS, 2021, 9 : 6438 - 6452
  • [46] Bayesian non-local means filter, image redundancy and adaptive dictionaries for noise removal
    Kervrann, Charles
    Boulanger, Jerome
    Coupe, Pierrick
    SCALE SPACE AND VARIATIONAL METHODS IN COMPUTER VISION, PROCEEDINGS, 2007, 4485 : 520 - +
  • [47] Quenching for a non-local diffusion equation with a singular absorption term and Neumann boundary condition
    Shouming Zhou
    Chunlai Mu
    Rong Zeng
    Zeitschrift für angewandte Mathematik und Physik, 2011, 62 : 483 - 493
  • [48] Quenching for a non-local diffusion equation with a singular absorption term and Neumann boundary condition
    Zhou, Shouming
    Mu, Chunlai
    Zeng, Rong
    ZEITSCHRIFT FUR ANGEWANDTE MATHEMATIK UND PHYSIK, 2011, 62 (03): : 483 - 493
  • [49] An analytical solution of the advection-diffusion equation considering non-local turbulence closure
    D. Buske
    M. T. Vilhena
    D. M. Moreira
    T. Tirabassi
    Environmental Fluid Mechanics, 2007, 7 : 43 - 54
  • [50] An analytical solution of the advection-diffusion equation considering non-local turbulence closure
    Buske, D.
    Vilhena, M. T.
    Moreira, D. M.
    Tirabassi, T.
    ENVIRONMENTAL FLUID MECHANICS, 2007, 7 (01) : 43 - 54