Mixed Finite Element Approximation for Bivariate Perona-Malik Model Arising in 2D and 3D Image Denoising

被引:6
|
作者
Hjouji, Amal [1 ]
Jourhmane, Mostafa [1 ]
EL-Mekkaoui, Jaouad [2 ]
Es-sabry, Mohammed [3 ]
机构
[1] Sultan Moulay Slimane Univ, Fac Sci & Technol, Beni Mellal, Morocco
[2] Sultan Moulay Slimane Univ, Fac Polidisciplinary, Beni Mellal, Morocco
[3] Sidi Mohamed Ben Abdellah Univ, Fac Sci, Fes, Morocco
来源
3D RESEARCH | 2018年 / 9卷 / 03期
关键词
Bivariate Perona-Malik equation; Mixed finite element method; Image denoising;
D O I
10.1007/s13319-018-0187-6
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we present a new model of nonlinear diffusion arising in image processing field based on the Perona-Malik equation which we call the bivariate Perona-Malik model. The aim of this model is to remove image noise while preserving edges, boundaries, and textures. To solve this model we use a new algorithm based on mixed finite element method. In this context we prove mathematically the existence and uniqueness of the solution of the proposed model in a well chosen space. At last, we present the experimental results in 2D and 3D images filtering, which demonstrate the efficiency and effectiveness of our algorithm and finally, we compare it with other well known methods such as the finite difference method presented by Perona et al. (IEEE Trans Pattern Anal Mach Intell 12:629-639, 1990), the finite element method and the finite volume method studied by Handloviova et al. (J Vis Commun Image Represent 13:217-237, 2002).
引用
收藏
页数:17
相关论文
共 50 条
  • [21] Analysis of 2D and 3D Finite Element Approach of a Switched Reluctance Motor
    Kolota, Jakub
    Stepien, Slawomir
    PRZEGLAD ELEKTROTECHNICZNY, 2011, 87 (12A): : 188 - 190
  • [22] 2D and 3D finite element analysis of a three stage forging sequence
    MacCormack, C
    Monaghan, J
    JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2002, 127 (01) : 48 - 56
  • [23] An open environment for reconstructing 2D images into 3D finite element models
    Hoppner, JM
    Throne, RD
    Olson, LG
    Windle, JR
    COMPUTERS IN CARDIOLOGY 1996, 1996, : 429 - 432
  • [24] Modelling microwave boxed structures by 2D and 3D finite element method
    Madrangeas, V.
    Verdeyme, S.
    Aubourg, M.
    Guillon, P.
    COMPEL - The International Journal for Computation and Mathematics in Electrical and Electronic Engineering, 1994, 13 (Suppl A) : 335 - 340
  • [25] Finite element method applied to 2D and 3D forging design optimization
    Oh, JY
    Yang, JB
    Wu, WT
    Delgado, H
    MATERIALS PROCESSING AND DESIGN: MODELING, SIMULATION AND APPLICATIONS, PTS 1 AND 2, 2004, 712 : 2108 - 2113
  • [26] MODEL OF A LOADED 3D MULTIMODE CAVITY USING A MIXED METHOD - 2D FINITE-ELEMENT METHOD AND MODAL-ANALYSIS
    SETTI, L
    LEFEUVRE, S
    IEEE TRANSACTIONS ON MAGNETICS, 1995, 31 (03) : 1574 - 1577
  • [27] Justification for a 2D versus 3D fingertip finite element model during static contact simulations
    Harih, Gregor
    Tada, Mitsunori
    Dolsak, Bojan
    COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING, 2016, 19 (13) : 1409 - 1417
  • [28] On the convergence of 2D and 3D finite element/boundary element analysis for periodic acoustic waveguides
    Daniau, William
    Lenczner, Michel
    Laroche, Thierry
    Garcia, Julien
    Carry, Emile
    Ballandras, Sylvain
    2009 JOINT MEETING OF THE EUROPEAN FREQUENCY AND TIME FORUM AND THE IEEE INTERNATIONAL FREQUENCY CONTROL SYMPOSIUM, VOLS 1 AND 2, 2009, : 430 - 434
  • [29] Nonintrusive coupling of 3D and 2D laminated composite models based on finite element 3D recovery
    Guguin, Guillaume
    Allix, Olivier
    Gosselet, Pierre
    Guinard, Stephane
    INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2014, 98 (05) : 324 - 343
  • [30] FULLY DISCRETE FINITE ELEMENT APPROXIMATION OF THE 2D/3D UNSTEADY INCOMPRESSIBLE MAGNETOHYDRODYNAMIC-VOIGT REGULARIZATION FLOWS
    Lu, Xiaoli
    Huang, Pengzhan
    He, Yinnian
    DISCRETE AND CONTINUOUS DYNAMICAL SYSTEMS-SERIES B, 2021, 26 (02): : 815 - 845