An improved anisotropic diffusion PDE for noise removal and edge preservation

被引:0
作者
Wang, Zhifeng [1 ,2 ]
Li, Xiaomao [1 ,2 ]
Tang, Yandong [1 ]
机构
[1] Chinese Acad Sci, Shenyang Inst Automat, Robot Lab, Beijing 100864, Peoples R China
[2] Grad Sch Chinese Acad Sci, Beijing, Peoples R China
来源
SNPD 2007: EIGHTH ACIS INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING, AND PARALLEL/DISTRIBUTED COMPUTING, VOL 1, PROCEEDINGS | 2007年
关键词
anisotropic diffusion; PDE; noise removal;
D O I
10.1109/SNPD.2007.260
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, an improved anisotropic nonlinear diffusion equation for image restoration is presented. As a corner in an image is rounded when using degenerated diffusion equation. to smooth the image, it proposed to use both the gradient and the second order directional derivative in the direction orthogonal to the gradient to control the diffusion velocity. It can remove noise and perform stably. It can also enhance step-like edges and keep the locality of them. Compared with other method, it is capable of keeping stronger peaks and thin edges. Due to these characteristics, not only the processed noisy image look much more clear and smooth, but also the details are kept, resulting in the naturalness. The experiment results are very satisfactory.
引用
收藏
页码:191 / +
页数:2
相关论文
共 9 条
  • [1] IMAGE SELECTIVE SMOOTHING AND EDGE-DETECTION BY NONLINEAR DIFFUSION .2.
    ALVAREZ, L
    LIONS, PL
    MOREL, JM
    [J]. SIAM JOURNAL ON NUMERICAL ANALYSIS, 1992, 29 (03) : 845 - 866
  • [2] AZAR T, 1996, IEEE T IMAGE PROCESS, V5, P1573
  • [3] A well-balanced flow equation for noise removal and edge detection
    Barcelos, CAZ
    Boaventura, M
    Silva, EC
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (07) : 751 - 763
  • [4] Komorowski J., 1997, LECT NOTES COMPUTER, V1263, DOI [10.1007/3-540-63223-9, DOI 10.1007/3-540-63223-9]
  • [5] Lin Zhou-Chen, 1999, Chinese Journal of Computers, V22, P1133
  • [6] SCALE-SPACE AND EDGE-DETECTION USING ANISOTROPIC DIFFUSION
    PERONA, P
    MALIK, J
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (07) : 629 - 639
  • [7] NONLINEAR TOTAL VARIATION BASED NOISE REMOVAL ALGORITHMS
    RUDIN, LI
    OSHER, S
    FATEMI, E
    [J]. PHYSICA D, 1992, 60 (1-4): : 259 - 268
  • [8] Efficient and reliable schemes for nonlinear diffusion filtering
    Weickert, J
    Romeny, BMT
    Viergever, MA
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (03) : 398 - 410
  • [9] Blind image restoration by anisotropic regularization
    You, YL
    Kaveh, M
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1999, 8 (03) : 396 - 407