Despeckling SAR Images Using Adaptive Bandelet Transform and Bayesian Maximum a Posteriori Estimation

被引:1
|
作者
Gao, Qingwei [1 ]
Xu, Yanan [1 ]
Lu, Yixiang [1 ]
Zhong, Weinian [1 ]
机构
[1] Anhui Univ, Key Lab Optioelect Informat Acquisit & Manipulat, Minist Educ, Hefei 230039, Peoples R China
关键词
SAR images; Despeckling; Adaptive bandelet transform; Bayesian maximum a posteriori estimation;
D O I
10.1117/12.836817
中图分类号
S2 [农业工程];
学科分类号
0828 ;
摘要
Synthetic aperture radar (SAR) images are inherently affected by multiplicative speckle noise, which is due to the coherent nature of scattering phenomena. This paper presents a despeckling method for SAR images based on adaptive bandelet transform. Bayesian maximum a posteriori (MAP) estimation is applied to adaptive bandelet transform coefficients to achieve more satisfying results. The performances of adaptive bandelet transform and wavelet thresholding for despeckling SAR images are compared through an experiment. Experiment results clearly demonstrated the capability of the proposed scheme in SAR image speckle reduction especially for SAR images possessing detailed textures.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] Despeckling of Intravascular Ultrasound Images using Curvelet Transform
    Lazrag, Hassen
    Naceur, Med Saber
    2012 6TH INTERNATIONAL CONFERENCE ON SCIENCES OF ELECTRONICS, TECHNOLOGIES OF INFORMATION AND TELECOMMUNICATIONS (SETIT), 2012, : 365 - 369
  • [42] Fuzzy inference rule based image despeckling using adaptive maximum likelihood estimation
    Sridevi, S.
    Nirmala, S.
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2016, 31 (01) : 433 - 441
  • [43] Disparity estimation based on Bayesian Maximum A Posteriori (MAP) algorithm
    Lee, SH
    Park, JI
    Inoue, S
    Lee, CW
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 1999, E82A (07): : 1367 - 1376
  • [44] Despeckling of SAR Images Using Shrinkage of Two-Dimensional Discrete Orthonormal S-Transform
    Kamath, Priya R.
    Senapati, Kedarnath
    Jidesh, P.
    INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS, 2021, 21 (02)
  • [45] ADAPTIVE QRS DETECTION BASED ON MAXIMUM A POSTERIORI ESTIMATION
    BORJESSON, PO
    PAHLM, O
    SORNMO, L
    NYGARDS, ME
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1982, 29 (05) : 341 - 351
  • [46] Maximum a posteriori Bayesian estimation of epirubicin clearance by limited sampling
    Ralph, LD
    Thomson, AH
    Dobbs, NA
    Twelves, C
    BRITISH JOURNAL OF CLINICAL PHARMACOLOGY, 2004, 57 (06) : 764 - 772
  • [47] Constrained Adjusted Maximum a Posteriori Estimation of Bayesian Network Parameters
    Di, Ruohai
    Wang, Peng
    He, Chuchao
    Guo, Zhigao
    ENTROPY, 2021, 23 (10)
  • [48] MAXIMUM A POSTERIORI-BASED AUTOMATIC TARGET DETECTION IN SAR IMAGES
    Wang Yimin An Jinwen College of Automation Northwestern Polytechnical University Xian China
    JournalofElectronics, 2005, (06)
  • [49] Electrocardiographic Imaging of Sinus Rhythm in Pig Hearts Using Bayesian Maximum A Posteriori Estimation
    Dogrusoz, Y. Serinagaoglu
    Dubois, R.
    Abell, E.
    Cluitmans, M.
    Bear, L. R.
    2021 COMPUTING IN CARDIOLOGY (CINC), 2021,
  • [50] On Using Maximum a Posteriori Probability Based on a Bayesian Model for Oscillometric Blood Pressure Estimation
    Lee, Soojeong
    Jeon, Gwanggil
    Lee, Gangseong
    SENSORS, 2013, 13 (10): : 13609 - 13623