Anisotropic and nonlinear diffusion applied to image enhancement and edge detection

被引:7
|
作者
Oussous, M. Ait [1 ]
Alaa, N. [2 ]
Khouya, Y. Ait [3 ]
机构
[1] UFR Metrol Automat & Syst Anal, Fac Sci & Technol, Lab LAMAI, BP 549, Marrakech, Morocco
[2] Univ Cadi Ayyad, Fac Sci & Technol, Lab LAMAI, POB 549, Marrakech, Morocco
[3] UFR Metrol Automat & Syst Anal, Fac Sci & Technol, Lab LAMAI, \, BP 549, Marrakech, Morocco
关键词
image processing; anisotropic; nonlinear reaction-diffusion equations; PDEs; partial differential equations;
D O I
10.1504/IJCAT.2014.060523
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we suggest a new processing algorithm based on anisotropic diffusion and nonlinear process for removing noise and image enhancement. The principle of the proposed algorithm is to apply a Gaussian filter to the image gradient when computing the diffusion coefficient and to choose the gradient threshold parameter depending on the gradient of the image at each iteration in the model adopted by Morfu (2009). We compare this algorithm with that of Morfu. A number of experimental results are described to illustrate its performance and indicate that it is very efficient in removing noise, image enhancement and edge preserving.
引用
收藏
页码:122 / 133
页数:12
相关论文
共 50 条
  • [1] Edge detection and image segmentation based on nonlinear anisotropic diffusion
    Bakalexis, SA
    Boutalis, YS
    Mertzios, BG
    [J]. DSP 2002: 14TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING PROCEEDINGS, VOLS 1 AND 2, 2002, : 1203 - 1206
  • [2] Nonlinear anisotropic diffusion filtering for multiscale edge enhancement
    Keeling, SL
    Stollberger, R
    [J]. INVERSE PROBLEMS, 2002, 18 (01) : 175 - 190
  • [3] Edge preserving image enhancement using anisotropic diffusion
    Wharton, Eric J.
    Panetta, Karen A.
    Agaian, Sos S.
    [J]. IMAGE PROCESSING: ALGORITHMS AND SYSTEMS VI, 2008, 6812
  • [4] A compound anisotropic diffusion for ultrasonic image denoising and edge enhancement
    Fu, SJ
    Ruan, QQ
    Fu, SJ
    Wang, WQ
    Li, Y
    [J]. 2005 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), VOLS 1-6, CONFERENCE PROCEEDINGS, 2005, : 2779 - 2782
  • [5] Detection and enhancement of line structures in an image by anisotropic diffusion
    Deguchi, K
    Izumitani, T
    Hontani, H
    [J]. PATTERN RECOGNITION LETTERS, 2002, 23 (12) : 1399 - 1405
  • [6] Anisotropic nonlinear diffusion approach to single image resolution enhancement
    XIE Mei-hua- and WANG Zheng-ming Department of Mathematics
    [J]. Optoelectronics Letters, 2005, (02) : 68 - 71
  • [7] A new interpretation and improvement of the nonlinear anisotropic diffusion for image enhancement
    Monteil, J
    Beghdadi, A
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (09) : 940 - 946
  • [8] Anisotropic nonlinear diffusion approach to single image resolution enhancement
    Xie Mei-hua
    Wang Zheng-ming
    [J]. OPTOELECTRONICS LETTERS, 2005, 1 (02) : 144 - 147
  • [9] Anisotropic nonlinear diffusion approach to single image resolution enhancement
    Mei-hua Xie
    Zheng-ming Wang
    [J]. Optoelectronics Letters, 2005, 1 (2) : 144 - 147
  • [10] ADF based anisotropic diffusion model applied to radiography image enhancement
    Ben Gharsallah, Mohamed
    Ben Braiek, Ezzedine
    [J]. 2016 2ND INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR SIGNAL AND IMAGE PROCESSING (ATSIP), 2016, : 238 - 242